{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting two variables as lines on the same graph\n",
    "So you've got 2 variables and you want to plot them on the same chart? How do you do it in ggplot? Well good news is it's super easy to do with ggplot!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We're going to use a subset of the `meat` dataset for this example. We're going to use `pandas` to switch our data from \"wide\" to \"long\" format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>variable</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1944-01-01</td>\n",
       "      <td>beef</td>\n",
       "      <td>751.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1944-02-01</td>\n",
       "      <td>beef</td>\n",
       "      <td>713.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1944-03-01</td>\n",
       "      <td>beef</td>\n",
       "      <td>741.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1944-04-01</td>\n",
       "      <td>beef</td>\n",
       "      <td>650.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1944-05-01</td>\n",
       "      <td>beef</td>\n",
       "      <td>681.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date variable  value\n",
       "0 1944-01-01     beef  751.0\n",
       "1 1944-02-01     beef  713.0\n",
       "2 1944-03-01     beef  741.0\n",
       "3 1944-04-01     beef  650.0\n",
       "4 1944-05-01     beef  681.0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meat_subset = meat[['date', 'beef', 'pork']]\n",
    "df = pd.melt(meat_subset, id_vars=['date'])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we'll setup our aesthetics so `date` is the x-axis value, `variable` is the color of each line and `value` is the y-axis value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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fz/hgFgQijtf0i7ce/SGa+/9hbGMg48ff6AEQQgghZJMzShCvkWAo4hja97PIdkHwDocQ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aAAAg\nAElEQVQYImQcm7wKXrtpo25wYxLeVhSjallwaUK2TZIYy3g9l1I0oqjL760826ay/fl9P8OBdkf+\nzVI2kSgzUVc2FLUeEJ1An2238c0DB1M51dpGYs+PbE8FYZe1RJHgipw0LZeybUtS33MbSpbNM16i\nf1C+wyVKrEKoiDluW2CDw7APHxLLVfFjJv5NZW4jjkQBpeclTUD0RgAohffYI4jzCszmQba5ZS0q\nB7vxuqsRqpxpQhGPjOp/i3OTvlcduSrmUuPMeuNr9a5fHkr0D6LNWxGv23C8h3FUiDgTpI5ShDI5\nxKS7rThGrQfZjhiDIxu4BJx3JZkosnxSrab//ur+A7j1kPjeCTnXhDLXs21YOUwbyVONJr4zNp5W\ntnNsJOZYSYbg5hdIin0UiV8+GwmZ0w9uE9rXzrcSS4OSbJcosUpQ+49vwt7/rPhDdiqEZSPaciKc\nvU+kthWNOZKHFfWF5YREokAyT9lWarmzby+mr38nJn/tg+ljmokgRZgjYWReMEh9PLo2vYzQRSnn\nxwRUtQ1POhqavzKUynaJpUbIOBxK4RCCkDHYmc9IO45Rs9Nk2ySAIRf7e3JhXgdISoCL1q7BFRs3\n6PWHffFLWsQMGwkVNpJPP/kUnmo0AYjmNcrSoUi5Ryk6LMZ0GOYr20ZcX5Ysm7nZHcZyyLbwSatz\nesvkwRfKdu/vo/mo3yVWPvr8qVSiRIn5orL7AbiPPQIgaQvOqYXwxO1a2dagQtlmrgfuuCB+RxC8\nWORsc6+SSlwIja6F0eatgOuBZ5s5aN908YODW8WNauYNI1M73rQ5fe4VYCPRJFtd30xRJx8aApcK\nYYkS8wHnHH/39D7wgq6QIRfKtENpSkVW0Mo2oQikak2NAsmQCRuIsmNkPdeqqQ2Q9mSP+b7e3skU\nSN4+No57JycBAJ041pYORZQ9i6IdM+0nV9Ce7QJlW4yBZv7uVrZtQrBGTmqv2Lg8v1TMy7NNaZlG\n8nOA8h0uUWIVQbVM150KLQtszbru7WSiAhsZRbx2nbCRyPxgEgbglYo+FgB0XphEpcWDBZmxvXK2\nFazFebYB2d5cPsCiE7aIZSsljQRIPNtSVct6tsNXvx7BaWcel6GVWF6M+34hIV4MIs7xtQMHC1uw\nK2VbEeEs+WzHxZ7tmHPsmW3AoUlr8i7PNk/IuWkTOSIjAoVnO1Gu1TiHpTqdVraT6L+OtL15lqls\n97aRmMcoWm8RAkoI1nou/uWiCzGywKY2c8Gah2pd5mz/fKAk2yVKrCIo64fOypZNaWavejOitUa3\nM9sCt2yE20/G7OuvBokjQfosC8T3EZ54Epqv+gW9eXj6mZj40O8ASDdm0eclBPH6DfCvezv85z2/\neHw9WrDPG4YVJVYTCfm6OSWL8oQfC+jYOMNGkgomtp2+V+dLHD1uO3QY7/jRPdg7O3e7+KOFIq8f\nfmg3/uTxJ3PWC2WaZsifIv7NOCr0bN8zMYlPPf6E9mwD3Rndqeg+QvQxYs4Rc44fT05pG4lFCCaD\nMHUOnzHDP53YSBSlN5XtWk7jnCyZzqaL5JHvY2HdEMWPcxdIltF/qx/lN3qJEqsJSqExlG0ACE85\nA+2X7tKbccsGbFuQc9vV23LHFc1w1m8AG023DFfQzVgMTH7wY4jXbQA7+bSufO4UlsJGYirBlIpJ\ngJUUG/a/Z1sp2spGQvp/zCUWhWYU4e9/9gyqloVWFOG/PPCQtlgsBVTCSMAY/vPIka60D6VsA4J4\nqqztUMX5xTFqlp3r2daplIayXeTZBgSRbcrJfsQ5JoMA909N46oTNun1+2VBdkeeqxPHuqW5YxRI\nKpie7Wwet3pNJt6xfVtqebZI8cpNm3BCpYLlxnwKJHcODOJNWzYv+1hKHF+U3/AlSvQ5rIPPAfLh\nlQWdnID9zNOisQsSP7D2bJuJImYRkGUlhFsSdE4thFu3gzYbiE5IPNomZt7yy6n4vaN/MYu3kfS0\nihDa92kk+n0wJgj9rsaXWBwOdnysdV2cMlBHEDNMBAEaBZ/phUApzTV5TwUZsm1G77mUohOL9b78\nf6/oP+XTdijRRPiOsXHcNX5EH59xpJTt2SgWDXQYQyuOMeo6OFHWITiE4IAk24HsSCuUbRXDlyjb\nCl7mO+PK7duw3agZySrDF60VaUlVeT1opkHPqzZu0IWWy4n5dIccdGw8f7i4n0CJ1YHyG75EiT5H\n/dv/G/ahA7nrand8C0P//I8gSiWTpJtEaWUbQKrrHZcFklx21VMInncOwh2nFqrT0ZYTF6VML4WN\nhPdqXLMiCiSt7v/3+ZhLLA4pT3Qcg4F3qcOLgVKqVffHrHfbVLZdSsEhHv5qDK04RtWicCnpamqj\nCLZNEmX7yUYDP2029fFjzlOe7UYUYdC2EXEuiy/zLR+K9HdihopS3rWynXwvuZnPx++efx6G3cRn\nnWfDsAnBRhmhWeRlX26cNjCAEypljGc/4FOf+hT27duXu27fvn245pprupZfcsklaLVaS3L+sl17\niRJ9DhL4IiUkB0wWKxI/aUoDoMtGAiCt+FoWuG2liiBpq4lwx6kIT1q+hh3tl7wC0YYTFneQHvGB\nnK4ASwZNK9vti3aBVcv0kdWMNhNk26EUPovBeB4hZmCcLyiGTinbbakUZz3VIWNa5XUN0q0KHWej\nCNtqNbiUws8o2+pQDk082wHnmtgDAEO6HXsjilC3LFBCMBNGWnEHoLs5UkCfy2dxd4GkZSrb3ddE\nNKWhudF+APBXL3ohHErwtnvuW9KJzdHgmq1bjst5S6TBOcdv//Zv99yG5NxDecsWij5/KpUoUYIE\nQUKis5APEfvAcwAAZ+8T8H58d7pAUm1q/tu2RYGeVJyY54G25Qx+GYt1ou07gMU2bMkWFJpYAWkk\nPGMjYSOji78mJfoanZihYlFBtmOmCwdNfPKxx/EbDz68oONHWtlWXuyMZ5unlW0gaYcOANNhiGEn\n49mWSrXaxiE0VXjYMb6TYsOzbVOC2ShCxbLgEIKZMETNTr57FJkedhxtYzFtJMq2YqrZbsFn+pPn\nnIW6ZeUWIY64jraKHC9lu8Ty4Nd//ddxzz33AABuv/12vPOd78Rll12GXbt24S1veQs459i3bx92\n7dqFt771rfijP/oj/Mqv/AoeffRRHD58GJdeemlqWwB49tlncfXVV+P888/HHXfcASApIPZ9Hzfc\ncAMuv/xyvPGNb0Sj0TjqMZdku0SJPgcJgkJlm3baAAB7/zMAAGt8DPahAyBhKHKzMz5tADp1pH3h\ny3Xb6dhMKulziMSR/IdvsPMshCfuOMYjOkpkbCQlVj/aMkda2UjinC6MD0xN49ACiyaVkq2I8k+b\nTV2kKNYznXOtyTa1NOGfDiOMOI7wc8tjqE+Y2sZUtsVrYnLfEL/36J4uZbtqUdiUYjoK08q2Sbal\nEq8mI0BiI0l5tgs+K9trNZFlPccEOxtVWGJl47rrrsOXvvQlAMAtt9yCG2+8Ef/xH/+BO++8E5s3\nb8btt98OANi/fz/+4R/+AR/96Ef1vmvWrMFtt93Wte2hQ4dwyy234NZbb8XHPvax1Pn++q//Gpdd\ndhluu+02XH/99fjsZz971GMuyXaJEn0I0mqCNGYAxkCisFDZJq0Wok2btaebBL6wnUQhWKWSq2wH\np5yBeO16xBs2gVeqYtnpz8OK0X56dImMtm4HW9udK95P0O9JvxdyltBgnGM2XHhBYydObCQBE8p2\nV2MYAPUCUhlzjn95bn/h8U0l2yYENz3+JP7nT/fqZRHnumukpxXupPnMVBhi2HFSCjGT3wiKbNuE\nwjVqJTqSKM/I66KUcJtQNKNIvF5CMJ2xkahzDDm2JvY+i7tap3spZbuYqjjziNdjpbK9qvCyl70M\nP/rRjxCGIX7yk59g69atuPrqq/HKV74S//7v/479+8Vn5dxzz4WV+UyNj4/nbnv22WfDtm2sXbsW\nsXzeKhvJo48+is985jO49NJL8elPfxpHjhzB0aIk2yVK9CG8h+9H9Z4fgISiKQQKyDZttxCdsAX2\nQfGFQTgHabeFPcRxkixnQCuqnfMuRLx+Y+o4/gvOx+QH07P5vsVKT++wZGFqv3vLS2g8MjODP3ui\nO796vugwodx6lMKPY7AcGwkgrA95aMcxvvjMs4XHNz3aypv9TKudnN8oQHQpBYWwa/x4cgo/a7Uw\nHYYYsp2UR1WNL0op28n6pBgzXVBpEYKAcz25mA7zle0h20FgFEhqG0lmUpD9dxY2ofrcRShtJKsP\nL3vZy/D7v//7uPzyy/HFL34Rr3/963HHHXfg1a9+tbZ/5Hmui7bdvXs3oijCxMQEbNW3Qa4788wz\n8YEPfAC333477rrrLnz84x8/6vGWBZIlSvQhSKcD2mgAsgMbieNc5ZlIso3770G0Zh3siXHQZgPc\nccAtO8lyBroK89IH6m+fcwq0/33ZPWFZmH7He4/3KEocBWbCCM2iuol5oB2LKDxwjoDFXZ5tlYs9\nWJQCxIQSzjnPJRCmsl21LMxGEQ4blhSVhgIIsq3aiH9nbBwBY3AoSRUkAgnZjuWxHUJRt20M2jZm\no0iTbUX0lXqsyHSFKmU7xKkDA/q4Ktpv2LFxJAjwy/fcJz3eNLW/Gg9Bb2V7Pg1qspadEisf1157\nLS666CLs3r0b7XYbN9xwA77+9a+jWq3qbczPivr3ZZddlrvtiSeeiLe+9a3Yu3cvbrrpptQ+7373\nu/Grv/qruPnmm0EIwYc//GG89rWvParxlmS7RIk+BAk6IM2G8GsD2rPNgwDwO4I4MwbidxBtFA0R\nwlPPgH33OGhzFmxgSMT32d02kpXuFeY90khWClhRy/sSfYlmHHdlVx8NOnGM9Z4LxrgukDTV1kmZ\nHlRECpV6HHGuvdep9cZ+SkX2jfGaZNuTZNumBNNRjEO+j2G7W1FXhzSV7defsAkOpbj56X06tk8R\nfXU+RXxVQWiRjUR5tmelt1yp14o8q79fvXEDnjc0mHtd1PHm6sB4vNJISiwfzjvvPATq+QjgoYce\n6trmn/7pn/S/b7755p7bqqJIE8rPDQCf//znFzpUAKWNpESJvgT1fdDmLEgo1Cnl2Y5/9D14P/iu\nWNZpg3sVsOERzF75JsQja/S23POEsp1TIJmylqxEkB452yVKLANacay7NC4E2QJJYSNJjqeIqvJB\nZ6E6PRaNwVxeMRRqM0dbJYK4FtWEthMzHOr4GHYSsn1qvZ7aNymQFORZ2VESZTtNti3Dc22rNJKc\n6L8hx9ZpJGLcyTY3nXO2nhxcuGa0Z7fH+bREL20kJY43yidWiRJ9COL7oM0GiC9m7rXvfhu1v/tL\nIPC1tYQ2G2D1AYAQhKefmW5g43nglQq4lzykVouy3TP6r0SJZUAriualbPsFVpNOzKSHmQjPNtIE\nMGAMA5aVIp8mlM0kKCCNIe/2bJv7teMYVZpWti1C0I5jjAeBsLhIXLx+LQCjQJKpAsl06/N2HONA\nu6NtJCpZJFG2pWc7ilC38z3bZla3qU6fVK8ZHSl70xSbkDk926WyXeJ4oyTbJUr0IUjgg8Qx6Oy0\nXmYdPgjEsc7Qps0GeD3xQqaSR1wPjde+EdHW7clBe3m2VxJWgY0kiz/c83iZmNDHaMVxypZRhOvu\nvjdVmKjQYbJDI6GaYMYZsj3o2GjGMb4zNta1vyLm0XyUbaNOI1DNbuIYVTvt2baJyNmeCIIUGb5y\n0yZ89KwzUwWSw46N7bLduiK/DMCNDzzYZSMxlW2HEsSyWFLBtJFMhCEGbRtfvuDFXa/JypD7ItiE\n9lS2d9Rq2DlYbEMpUeJYYIX/nlyixOoE8X1wSmFNTqSW804bkGSbKGVbIaVsV7pbriuCusLJNl+F\nyvbdk5Nox7FuwlGiv9Cah2ebZWwXJtpxjIplwWUM7Y74/MaGzzpkDIO2gwMdH3/+5E9xyfp07r1S\nj7OdIfV6nqjPZmKIIsKiZXpCtm2jqDDiPGXzoIRgS7WGkHE81Wgi5hyvXLceu9av0+fIG5tS5XVO\ntkV1g5q8NJJ1rquvV7Y40zyPM5eyTXt7tv/k+Wf33L9EiWOB1SUPlSixSkD8DtjQMOjMVGo5e/Zn\nuliSZsh2VtnuPihBuHlrqkX7igRZXcq2ImntRaRdlFgcYs5THRGzaEVzk+0Z1bU1JzeoHTNUpWe7\nKXOp0zYSnlKXs1DbZjtD6vVybCJzWnw2qhZFyBhCJgwhjqE400wjmOwkjxLg6VYLv/Xwbnz/yERK\nXe4i23JMQUbZrlBL75dXIFmxhP+7VXDd1XGcOZTtudJICCFL2na7RImFoO9klK997Wt4/PHHUa/X\nceONNwIQVaL33Xcf6rJw47LLLsNpp50GALjrrrtw//33g1KK17zmNTj11FMBiM5BX/3qVxFFEU47\n7bSjjmkpUeJ4ggQ+4nUbYE1PgbkeaCBjvFotkFod9MgYvJ88jM45L0p2omnPdh5mr337cg772ICu\nrgJJs4itxPHBLc88i///uf34l4suzF3fVD5rxnRzmCwmZS1FyDj+/eAhXL5hvc6MngxDDLsOjsQR\n2nKynLWRmPF22Yg/lUYyl7ItWqorgmsjYBx3T0yiSqk+XlbZBrqb6ZhK8ZPNJl40OqL/zto6Es92\njo1EK9sJ1TDXnzU0hPum0oKCPo/cd05lex6e7RIljjf67on1ghe8AG9729u6ll900UV4z3veg/e8\n5z2aaI+NjeGRRx7B+973PvzSL/0SvvnNb+oQ8m9+85t4wxvegA984AM4cuQInnxy4Q0JSpQ4pohj\ngDGwgUHQqQnwgcRvyAMfiCJU7/0hrIkj4HICCqDbRrJKwVd6znYGij+VZPv4YUwWIt8/NYVPPvZ4\n1/qWJMhffObZwkSQiUDG93GOz+19Go83GgCERaQTxxiybTiEoi0V8P88cgT/OS460QWMpbozhhkr\niraRFCjboaFsK4Jftyz4LMYfP/Fk6t5ypbJtku2aXUy2gbSardb944vPg0cpGlrRT2/rWVR3dzSt\nLZZB+j98+qn4m/NemPua5u/ZnjuNpMTqwp133omPfOQjC9q33W7jkksuwRVXXLHEo+qNvlO2t2/f\njqmCmW4We/bswdlnnw3LsjA6Ooq1a9fiueeew/DwMHzfx5YtWwCIlp179uzRqneJEv0M++B+wLLA\nKxVQ30e4cTOsiXFwQkB8H6QaIR4WSlM8PKr3M1uYswJle1VgpXeQzEClPrSihBD9aGICF4yOlj9/\nHyO40jN8x9g4fjQx2bVevTf/sv8AXrtpI9bnfL4mZbfXRIUW/58MQow4DighcClFWx7rp80W9szO\n4uXr1iLMKNtZpTt7zCxCxlGhVBcLUog0ENVK3dxLKdtWStlOU4Es2Tb/1oozpahYVOdkZ7etSGW7\nalmp+9ijFB894zQQQlC1rFTxpAlFsudWtumcOdsllh+dj7xvyY5Vuekv5txmod+NDzzwAF7wghfg\nz/7szxa0/0KxYp5Yd999Nz7zmc/ga1/7GjqdDgBgdnYWQ0NJc4jBwUHMzMx0LR8aGsLMzMwxH3OJ\nEvPB4C2fB5mdQf3Wr4M0ZjH0T18ACUMwqU4zqWzzShXwhbJNggCtl1+KeNPm5EDyocW8Sr5ne7Vg\nlRVIshwbyScfewKHjA6AJZYXqoFKUeJIK461elrkrZ+UyrZSoVUSyEQYYFS2YXdoomwD0GQ44Czl\nTc76w7Vnu0fTm6plycxpKjOxCWaiMPe1qjQShVqG8GZtGWmyTfT/K9TCjGzIc8HoaGq9J6MOs8cm\nhODCNWtyX0feOefybM8nZ7vE6sODDz6Iq666ChdeeCF2796NW2+9FRdffDFe/vKX45ZbbgEA7N27\nF695zWtw6aWX4sMf/jAA4IMf/CC+8pWv4P3vf/8xHW/fKdt5ePGLX4xdu3aBEIJvf/vbuPXWW/GG\nN7xhUcecmZlBQ/7MpxAEgfaFZ2HLAhK7j9MCLMuC4/Rn8Vt5/XqctzELN45gH3wOrt8BGxxC53Vv\nAh07LDYYGhb/r1aBdgskjmHFEVilkhovlWpbdPa5IFu2Hp/XcgyuoeU4IPbRn6df70FFeXxAvCZJ\n/Drq7z5Cv15DEwu5B6vy9USSy2b39xnDkONgIggQEJJ7/Allp5DvH6Niu5mYYa3nwXEc1OIYTYNs\nN1iMe6anceuhMZy3ZhQn1+v4abMJRmnqHKpGIbtcIQZBzbbhUoqKY8OhFJ5loWGQc7VfzXVgWxSu\nYR0Zrnip47qS3FMIVdyzbb2+4jpwKYXruqjaFhoxw9u2b8N127cBADyZMjLgefBsGwOOvaD7mMox\nVF0XjllgmbkHBxwHddftq89KPz+LVwva7TZuvfVWPPbYY/jIRz6CyclJfOc73wGlFBdffDGuueYa\nfPSjH8VnPvMZ7NixAzfeeCN+/OMf46abbsI3vvENfOpTnzqm4z2qb8wwDPHDH/4Q+/fvx7XXXotm\nswkAhQR1qWAe/7zzzsMXv/hFAImSrTAzM4OhoaHC5Sbuu+8+3Hnnnallu3btwiWXXNJzLKOjoz3X\nl+iN8vp1o8M5RoeGEAIYHRpCEMcYPX0nGAFCAPUTNiMCYNUHwCeOgLIYFUphrV0Ly4gIYxZBAGDg\niitB16w9Tq9m+REPDyP2KhjIxKPNF/12D1od2SW0UsH69eu18hlXqli/wNe43Oi3a7hYrDkiIja5\nJKDmdeecI2AMWyoeJoIA7sBA7vsysedx1Gwb1QGREFSpi+3C6RlsGR4W7+1sI6Vstznw2Z/uxZGO\nj8u2nYgvXXgBrvvWbagPj2D9cPLMqshnbbXg3Na+n2HQ82ARguGBAVRsGwOVKkLHwc6REfzPi1+O\nuiR/59br2M84ZsNE9d66fj3WG89I0ha/Hg+6LqaDACNDQ/q8s54H17Kwfv16DFUq6DCOkcFBvT6U\nY926YQOGJ6cw3PEXfB9fsGEDNm/cmFsAqe7B31qzRvi2V1FCUYm58cIXCq//GWecgd27d6PZbOKK\nK64A5xwzMzMYGxvDnj178K53vQucczQaDbzmNa/B8PDwcRnvvMn2ww8/jKuuugqe5+HZZ5/Ftdde\nizvvvBOf//zntWS/VOCZ4pDZ2VkMylD6n/zkJ9iwYQMAcZG/8pWv4CUveQlmZ2cxMTGBLVu2gBCi\nx7llyxY8+OCDuPDCdJX5eeedhzPOOCO1LAgCjOU0FADELHp0dBSTk5OIMh61foHnefD79Kfn8voV\nYyAMMHnkCKpBgOaRcVT9DsZnZmEFIWoAZkFQBRA5LiwAPAjgz84g6viIjPuVzM5gAMDE9DR4QSe6\n5caxuIZ2owk7DDFd8Fkt3K9P78EJWZw3Nj2NsbExdCSxeHp8HDud/lKQ+/UamljIPdhptQAA023R\nkMZ8DoSMgRICRz6WDh6ZwFgOsXtmZgZbqhVMTItGVEfk+/nM5CQ8QsR7G0WpYMDJdhuetEmE7TbG\nxsZAOcPBI+MYCpLXMDk9I485hbFKt0VsttWCwzlixhC027DAwaMQB6en4YKjNTWFltyWArhy7Rr8\n/d59+m9/ZgZjxjVry3uwRimmAbQbDX1NZtpt2PIa2YxhrN3RYweAKTl5nJmYQNhuw+Gs8Lk6F353\n5+k4Mj6eWrZa78H5ol8n4Mca999/PwDgsccewznnnIOpqSl861vfgm3biOMYlmVh586d+OM//mOc\neOKJAADGGO66667jMt55f5O/973vxR/8wR/ghhtu0DPKXbt24d3vfveSDuif//mf8fTTT6PdbuNP\n//RPcckll2Dv3r04ePAgCCEYGRnB61//egDAhg0bcNZZZ+Ev/uIvYFkWrrzySm2av/LKK1PRfyrB\nRGFoaKhL7d6/fz/CsNvjZiKKojm3OV6wbbtvx6ZQXr8cRDFi3wfiGHGnAzCGkHMw2wGnFKHjogrh\nxbYAIAoB30dEaWq8RPo8Qw7w43SNj8U1JJzDAhZ8nn67B31ZWDcbBAjDUBOd8XZbj/Omx5/Ar59y\nMip90pCo366hiYXcg4EkbWriY+7fjCK4lMCR4mojCNDo+KlGLDHnGPN9nDZQR0fu2w5DhGEIP4ow\nJMdEM5br6TDE5qqozbDleR1CMNHu4L/tewa/fYZ4bvlyfJ0w/7r7UYwqpeiwGJQzUQAJYNL3USU0\ndx8iiy7ff+rJqBOS3kZaNHQkIGd6fYVzbK1WEYYhPEIwE4agnOv1HVUoGkWgnBeef7FYbffgSsd8\nihqXEooLHj58GH/zN3+DAwcO4PLLLwelFBs2bMCXv/xlfPKTn8Sv/dqvodPpwLZt3Hzzzcd0jCbm\nTbYfeeQRHcmnCG29Xke73d2adjF485vf3LVM/VyQh1e84hV4xSte0bV88+bNOqe7RIm+BhNRf2Ax\niN8BHAcgBLxaBa/WwOWDj1dknF8UAWEA7rjp48gHI+/RHGM1INy+A/Ho3AVWKwXKVqsK71SR3oTx\nsH5gahqNKOobsr3aoAoPp3IIkkoGUekg7TjGdXffgz8/9/k4sVYFABwJAgw7NmqWpYsb1fsYMV5Y\n7NdhLOmUqDovUopDnQ7unUxSUZICyfxfrALGMOw6iEMOm4i28C6hOBBGOKGSHwOqCguz3SqBpDhR\nNdoxCxCHHAcfP+tMACLxpGkUjwLAes/DL28TSuKo66B9nH5lK7F6sWvXLuzatSu17Oyzz8arXvWq\n1LIdO3bg3/7t31LLtm7d2rXvscC8TU4nnXQS7rvvvtSyu+++u4zTK1FiMeAchDEQFoPEMUino0k0\nGx7F7JuuT0h0RTzYSRyDBAG4mybbuoOk1V/Wg6UGr1QRb9h0vIexZIilsaCpyLb8v2qSAggyFRQk\nUSwV9kqv7c8jYqnyqis8Y5DuLNlWqTF3T07obQ53fGz0KrAJRUcSYtWRMuJMx9i5OfYTRaRVzrZL\nKcaDAKH0igNJh8hs/rYeI2fYWq1gW60KhxCdRjIdhqjktEIHAEvGBOavU2RbFn7V4A8AACAASURB\nVCMWxO9VZCMtx3hdFiH4xS0iJemV69fj+m1bc/ctUeLnCfMm2x//+Mdx5ZVX4vd+7/cQBAH+8A//\nENdccw0+8YlPLOf4SpRY3ZDNMhDHQCyUba6q2AlBvG49uGWLhAODXNNOO0fZttG66OJVFYv38wAV\n/RfEaUVU/Z9xjojzQlVzKTARBPi9R/cs2/GXArcdPpxK8lhKxBkS+/Z7f6wnParhjEspKJJfIB6e\nTorwD/odbKh4cCjR+3Xk+xlxrsmqTbszof8Pe28eJslVX4mee29E5FZ79Sa1ulvdarVWtCKJXUYD\ntsDY2AYeYPT8eI8PezCG9+xnwOPnB7ZnPJ+BgbGNjd9gG8OMBmyzyMLGyMZgC2FbCISE1Gq1hNSt\n3rfqqsrKyiWWe+/74y5xIzMya+mq7upWnO/T16qMysibkZmVJ06c3zmGUBsiHlCKaX2iZZ5v7Cjb\nR3KuJkdC4NqREfzctq3wKLHlNnNJ0hO9Z8AIyZDk7m0AMKRP3PvlWBsi7xd/cwoUGIhFk+3Xve51\nuO+++3Dq1CncfvvtOHDgAL785S+f9RaeAgUuJBCT2cs5iJQguSSaQfp+qlwDIO1WSsrtjQSdF/Va\nqgqsbViyrdXViAswQtLWQJHdvhpoJokliWsRXEr8+XMH8cOuuNaVQpKjGNc10Y2EtMr2ZBBYsu3a\nI050QmwqleARkirbwijbMqMgu+q2S4R9h2yf1mTbqOiJEAgIwXQU4ZcefawnRCDWawSAEmW2Kr3F\ned/SGJ+QviSZdtlI+pFts/5+pL1AgQIKS7refOONN+KTn/zkaq2lQIHnH/SXKdFDRdSxkRiIahXh\ntTeAOPYQIkSPjaTA+QnjDomFwBcOH8HlY2OoMWaV7HiB9sCVQJNzRFJCSJkbs3aucajVRotzW6ue\nBynlslvluJQY933MOPaRehxjQ6mEUNtIXr5uEjXmYUqnhCTOyc/JMMQNY6OYCiPUdVGNtZEImfFq\nB4xZwj7kefYKhiHLvkO2m0lK2MuM4ZBWtbkeEjbP16wRAK4bHcGWSgXf0ike/cj2IGW7m2z3s5ts\nrlT0mtfee6ZAgbWERZPtD37wg323/fZv//aKLKZAgecbSBfZzthIDDwf7Ve8CtUnH++5vcD5D1PX\nHguJvzx8BL9UraLmeZZkG5vBQp7tfzhxEgGl+JH165a8hrZjmViLQ5h7Gw0AGEi2f+bBh/DrV+zC\nKzZXlrz/REq8asN6fOHIUXtbPTaNkIrIXjc6imbCsf9EU9+evh7HtWd7Noqtot22NhKR8TwHjoe6\nxhhOaWIdOAOSp3UbZVPbzBIpUWEMB1uKbE9HMX7hkUdxz4tvs2v0HbKuLC3q50Fk21uAJFfoYGV7\nR62qHnOBSvUCBZ7vWDTZPnToUObn48eP4/7778dP//RPr/iiChR43sCSbfXlSjptyHI191dl95fm\nGlQgCywdXCoLQJtzcCkxnySo6ZQHQCmjwMLK9uF2u68/dyG0kjQJZS2S7akowsZSyarK3TBWnM4y\n1f9ESmwql/Gpm27Az3//UQCwCnXkqMYVxtDQt7uvx1QYYkMpwLNNapXqfjaSEmW2mbHmMRxqpyo3\noBRuc4JllO1YCFQZwwmd3WzsNOZKhLtGA6M2m2jBbviULEiSzXuhHynfoFtrW2vYglSgwFrAosn2\nn//5n/fcdt999+Hzn//8ii6oQIHnFbRyZZXtTgdiZCz/dy/wlJHnK4QEypRiXhOWZpJgyPOssmq8\n2gfbLVwW1TDRxz6UR7gWi2ZX7OBaQ5tzbK1W+irbhoQGy7QzcB3Pt75UskTYHn/nuJYZtcfKXHkQ\nUqKeJBj1ffiEINSKtjmBSYTMkNWAKf93RwhUmYdESrxv105s103JKbGnPcq2wdOabJsrEZEQKHW9\n9kaN3lbNP3lXNpLBx8vXQ6H9lG1CCN69YzuuHhkeuJ8CBc417r//fvzt3/4tPvrRj56Txz+jb+8f\n/dEfxZvf/OaVWkuBAs87kG5lO89GouEq29Flu1Z/cQXOCgQkSoxiShPJ+STBkMcyCRQAcPfBw/ji\n4aP4mc0X43OHDuPuW2620WyAIl7JMuMBbcb3Gs1EbiUcW6tV/Ovp07nbn2uqfsTlPn9Xffa0smwy\nt0OHyJorEJ4zwDqfJKhQquP2lLJdYSq+T+1bZJVtxhBQCoFUfXavSBiyvalUTj3bQuKF42N44fgY\nvnjkqCXboUO2u4cdzftpoGd7AWWbEbWefp5tAHjVxg0D91Hg+YHbvnTPiu3rO29YWceEGShe7kzH\nSmDRMsi+ffsy/+3evRu/8Ru/YWswCxQosAyYy69R/wFJC/2l2Xrj2zD/2sK+daFASIkyZTbjeT5J\nUPU8x6udEuCOEDikfbuGiBlEQvRE2C0WZl/RGlW2W5xjMghsnF43jLIdLzOxJZHCqreGWLrKtiHF\nPlFku8yYfazZOMZo4Nv7hoJj3A8QCoE255noPwAIKLPpJobsutsNMbhudMRG/yVSYGO5hJ/efDEm\ngwDHOh0Aimyb19zrUra3Vit9C20AnVrSJ4PbgBGCICeusECBc4n7778fP/ZjP4af/MmfxG233Ybd\nu3fjL//yL/GiF70IL3nJS/D1r38dAPDKV74SH/jAB3DnnXemw8RhiDe/+c34xje+cVbXvGhle+fO\nnSCE2D8E1WoVN954Iz772c+u2uIKFLjQYZXtRCvbcWQbI3ugbSRi08W2TrnA+Q8uZaZ4ZD5OsLVc\nSotMutRak1TRTSwjITIJGUtBS9sVQpHvvf3NPU/ixy/ahJdsODcqZotzjPu+9UF3o+nE9C0HXKZW\nD0O255Nez3ZAibZ0UMxEai2zcYwxfTXKpwRtrlTm9aUAP/vQ9zAZBBkbSYlRBIxCIvVCu9tfu2kT\nXrVhA741NYXDOn0kltISc58Se3IUctHXPvTydevw8nX9h2VfMDqCrdXBw6SUEJQKsl1gDaLdbuPv\n//7v8dRTT+F973sfDh06hIceegidTgd33HGHbZO888478eEPfxj3338/ms0m3vrWt+JXfuVX8LKX\nveysrnfR39hijSoeBQqcb6BzdZR+8DDaL78jHZB02gLRR9k2New9g5IFzmsIiYzfVinbNcRSQkrZ\nQ6rt4F0XsVRk+wxtJH3+zv+gPocx3z+HZDvBeOAj5CI34i+1Wyzve4o7NhKfEhCkKn8sRSaWD1DN\niYmMlF/bIdseoYgER9nzrSVnOoq6crYZap4HD9xRtrNkvMSUJYXrOMbnmi1sKKthRJ9QJFLaNS7X\nq88I6ev/N/AIwS/t3IFNAxTyAgXOBW688UYAwBVXXIG9e/fiqquugu/78H0fQRCA679pt9xyi73P\nvffei9e//vVnnWgDS7CRFChQYGVAZ6fhP/csyPwcqt/6RwCpZxsApN/nHFjHcNl/C1wQEFDDeami\nGqOi1cTEqew2MJFy3SQ8PBMbCecgGOzZPpfDk23OMeR5oPqYdKPJE4x4Xt86c4P9zSa+efJUz+2J\nlI6NhKLm2HhCLjOebUARck+vpVvZ7uhSInN/iSyZDhjF5koF/+maq609JU85Nq//3kYDNY/ZQUdD\n+Ic9D6Hg2uayOl/lE0GA60ZHC2W7wJrDo4+q1KCnnnoKV155JQ4cOIAwDDE3N4coisC0KEWdz8Zb\n3/pWlMtlfOITnzjr6x2obG/ZsmVRhvKDBw+u2IIKFLjQQeIIJIrgHzkMb+qkui1xyHa//GxjHWEU\nWKODbAWWDiFTb2zCOZpJYofSYiEyNpISpbYsxb39408/g9NRhPVBaVlraCUcI743kFCvNtmeiSJ8\n4+QpvPGSzT3bWpyjxjz9/HvJZTPhGPX9vvGIXz5yFH93/Dg2lsrY02jgjg3rM9u5lGCOyjzEmLWk\nREJgVJ8Au0q0T9XrMxvFGDVkm6gBSUoIfvfaa/CbT+7FsU6nK2ebIU4SDPuefR5ezqCiRwgSIfFs\ns4lrRkbS+2uCPqxfrzNJoRmEL73o1jVZcFRgbWKlhxoXwsjICH7iJ34CJ0+exJ/92Z9h9+7deMUr\nXgHGGH7nd34HQO9AJCEEH/vYx/Cud70Ln/nMZ/D2t7/9rK13INm+++67z9Y6ChR43oDEMUgcgZ12\nFDZH2e5XVmPtI8SEkxW4EMB1VrJPCcCVZ7uk4+HiLmV72POcOLj09sfn5jAbx9hZW56y3REcY74/\nkFCv9vDk4XYb/3J6Op9sJ6p2vMwoQsEx3PXV1dQ2k36e7ekowukoxnCfz1Yi3DQSggpJc85dMuvT\nVP32CUUsJOYTjvU6b9rTnm5GCDaUS7ioXFJk2/VsUwZhLCuk17NtYPZVjxOrnKs1OMq29WyvPCku\niHaBtYyrrroKH/nIR+zP1157Ld7ylrdkfueb3/ym/f/bb78dt99+OwDgj//4j8/OIh0MJNtmYQUK\nFFg5kDgGicIM2XY92wMHJJlXlNlcYBBSgoIg0OpmLCVKlFnl1LWLDHseTkcRKLLKtq0GX+aAZMgF\nRnx/IKFebbLd4jz3MWIhIKAU3RJlCIVAPU7VZEAp2xtqpb7P35Dh51qt3O1JZkCSouYxzMQx6nGM\nx+bquGpkCIAioB4htur8D559FowQXOupnGmjfDP9EQ1ovic7RBozqO6XQ7YJQSLVc905VLO3m8cY\n8dTJUSzkqijbBQoUWDksKdLg0UcfxQMPPICpqSmbSgIUde0FCiwJcQTCOdipk/amjI2kT842GFMW\nkvMQs3GM39qzF//1+hec66WsOQhIUJKNbiszCk8rp7FQnuFQCAz7HiRUdrIh4VJKq0gv17MdCqE9\nwANsJKtsXWpxnmsDaXOOKmMgOhnj8foc/tv+52xVubmvspHkP/+FBkd5xrNNMKQ924/V69hQKuGl\nk5P2dwNK4VECnxA8MlvHxlIJVZa2PwKpB7uUYxMJGLPbDcnO80R7ehByLk4w6ijy1kbipTaSoi69\nwPMJrkp9vmDRn9BPfepTeOlLX4pvfvOb+PCHP4zHH38cH/vYx/DMM8+s5voKFLjgYIYh6dxsepub\nRtLPRhKUQDZdvKprWy004sSWfBTIglvPtms1MDYSgVgI1BhDoMkmoNoFDYGMhLQZ3ctNI4mEUJ7t\nczQgmQiB+SRBJFU29QNTU3ZbU5NtQKnCphrcFXyaibJa7GnM4f4TJ9GN7pSSehzjgKNyZ0ttCGqe\nh1gInI5iXFKpZCwVZjjSPPpUFKGmk4JMhGNKtnvrzgNKYX501fRueISAS4m5JMZIl43EJ0RbakSm\ndKdAgQJrE4v+hH7kIx/Bfffdh3vuuQeVSgX33HMPvvjFL8Lvp8IVKFAAAFD9+t/a0hqgi1ib25LY\nerL72kiCAKX3vG9V1rjaiIRAyPMzkp/vMDYSV50sWxuJ8mzXPA9lxiwpK1NmVVw3G3u5DYqhEBjx\nPER9cqyBwTaSzx44iEdn68t6bAD4vx/bjU8/dxCxkDjUauMLh4/abW3ObQuiitxTz7HjqPmRVub3\nNVt4eHq6Z/+xlNigrSQVRvHg9DS+ePiI3d6jbOtWxuko6onHC4gaXo2cx6866wNSsp1vI3GVbb29\nn2dbSG2ZSf8mmEKcElUxg9+bmYHA8l73AgUKnB0smmyfPHkSL3/5y9WdKIUQAq95zWvwN3/zN6u2\nuAIFLgQEzzwN2m6BdFRBhbGMyHK2UMI0R/a1kZzHCAVHLOWybQ4XKvbMNfDZAwdBCTK+2xLTA3hS\nIJYSNY+hwpgd0CszZtVaV3FOpMSXjhzFfcdPLGkdyqIyeEBy0LZjnQ6mdIvjcnBQl7eYYh73sVqJ\no2xTastmZiP1OZpPElR0BbrZRzdiIWyBS415mIuTTANnItJKdY9QlLVt5WQYYjLIfh59qiw+7hot\n2dbKtlHCTUOjS7Zv27gBt05O6H2Rnu0GJvqvHicZf7qnr3CUGMNUGOG+EydxqY4FLFCgwNrEosn2\nJZdcgv379wMAdu3ahXvvvRcPPPAAggVC8QsUuFDBTh5H5Vv9K1/Z1CnU/uFvVEskTzDyF58BbcyB\nxErZluVKRo8yJLtv9N95jDSzuFC3XZwMO5iJYz1wl2ZtG2XblJbUmIeKq2w7NhK3wpxLibsPHsJn\nDyw+jtWQ9hpjy04jSYS0SvNyYLzLJle847xPWpyj6qU2EtMW+cDp04iFwNPz89heq1rimk+2JbZU\nFNkuM4pGkthUF/O4nqMyK/WY4Hing/GukqmAUjBKMseqpq9GmaQQc05Z0hGObgTZVePjuG5sTD/v\nXjKeHhMV8xhpG5H7+EbZPtbpYEulgrdfui3vsBYoUGCNYNFk+/3vfz/27t0LAPjgBz+Iu+66C3fc\ncQc+9KEPrdriChRYqyDNebDTp+AdO4zKv/wTkPMFH+zdjdITjwE8AUkSZR+JQkArcqJSQf3/eDea\nd9wJIFW2L8QqdkNMOkKckQJ6ocFE1VGds11zSKVvByQFNlfKuHZkxNoN3AHJjI1E37aU5JBIe37N\nEOa3p07jLw4dzvwOxWA/eNylRi8VQ857vs1zyLZj05jXivTnDx3Go/U6vj8zi5vGxixxzRuyjKXA\npnIZ/37HpRBSzRDMO8q2ayPx9YlPQCmOd8JeG4k+KTJXaSiAcpdn2qzB5KX3g0dVsklen4VHCOpJ\nbIdDDXyHbB/tdDBZCF4FCqx5LJpsP/roo5jUE9mvec1rMDMzg5mZGbzrXe9atcUVKGAhJUirea5X\nYTH+qd9H5d++BRKGKH/330A6bbATx1JJC7AKNhFC1bILAcI5SBJBUgpZrkCMjoGPjas7BBewjUSr\nr3sbDbzz+4+e49WsHRiCSqGi5Go61aJEVV23KbXZUqngHdu3WQXY9Wy7yrap8V4K7TUDdgGjCLny\nKZ/oOiHqjpbjUuKPnt1nf46FPKO0EnOSAegIQMdy1OJJZkDS2EgAddz2NZu4YnjYKtvNJME9R47C\nhcnRvmF0FLEUPco2d6P/KEVAFKENhcBEro0kJb+VLjIMpO2epQXItk/6b2eUoJXwnuHHgBKUmGq5\nnAp7PeUFChRYe1jSCPNP/dRP4fLLL8eHPvQhPPfccxgaGlqtdRUokAGdnsLwPZ8/18sAANDp0+p/\nmKdsIVKCRBGGv/x5kHaacGDINgCQJFGEm3OQKIasVCH1ZW1Tv26VbXbhKttmgK9f0x8AHOqThXwh\nwijQlADXjoxg51ANJUptyU0sJWIpepoGXRtJKATKlIIC4EIuubo71KUtRtlOpOyx+wTWHqEeczqM\n8I9O7XksxMDhyoXgKtsmbcSo2+6AZInSDElucY5ESntyAgDH2x18sYtsm2PoEYpESDSSGM2E2+fj\n1rW/5ZLNePHkBAJKUWUMZcfCAZgByfQYV73sdiDNQDeWk37wtbKdB4+o17/79fT1icDOoRok0OMp\nL1CgwNrDov8q/97v/R4OHz6MT37ykzh06BBuu+023Hzzzfj4xz++musrUACASvAgcbLwL54FeKfU\n8BkJO6CRUgBJHKnBR86Vup0k1i4CAIQnStXmHCSOIGpDEGU91GRSSHxf+bUvwNKayLGRAMCMc2xc\nNJMEv7Z7z1lb17mGOS6MELxm00ZcMzJiyZ1RtvMaDCuM2ROWjuC4tFbFzeNjSKREsMT3j0u2I6Gy\nrjtdKrVwfhdQjYxAmuudOFnfy4FLONuWbKv9uQOSZUYxn3BcMzKM60dH0EwSxFq1NjaS+SRBm/NM\nNGAspLWHmOxq5Q9XCrprI9lYLqPmqWr4blUbUK+Lu95azsmxVbYZzY31c/fVT9k2t3dfVfD1a7Wp\nVMKY7xfKdoEC5wGWJIFQSvHqV78an/70p7F7925MTk7ife87P6PICpxfIJwDZ6CcLesxO22wUzmp\nDnodJl0E0HF+mkwHex7HxCc+nFG2kSTqfjwBSWLwiXUQ2j4i9ZdpsmFT/9i/8xyGiJnhtlNR1qYg\npMSTcw3rUb7QMZ8kONxuO8p2mkphEiwCQhFpG4nXlVrhRuCF3PiRt4PnKKELIeTGs82sst097Cg0\nGTVWEeO7d69UnAnZjoXAhlIJI56Hln6PdPTnzB2QDChDM0mwsVTCjloNTc4VUaYkMyApkZ7Y/eae\nJ/FYvW6JbaJtJD4haPIEz843saVS6VGYA0pz/dABJfb1qDKGjTpSMPt8UmV7oGebpOvu3Ubt47kw\nrxUhBK9cvw47arW8uxcoUGANYUl/lZvNJu6++278+I//OHbt2gXP8/DZz352tdZWoADo7AxqX7tX\nEdWzTMKCPY9h9O4/VUTZhVbeiHOpnYQdECmVLzvsqNtcG0kcK7sJ5yBhiPbLXonwupsyu0227bgg\n/dpASraNRWAqzGaNf2d6Br/+xB5wKRFLmVElL0Q8OD2Nvzh0OCXb+nafUqtsVxhDW6dRmCp3Q6Qr\njGaU7bImdbFcuLr7a8dP4MuOzSISAiWmbSRckfuw68SWS4kKY/b2KX2yZAYy4zNUtiMh8YErLsdk\nEDg2kvQ9kw5IUnSEgKctHq0ksap0t4Lc0gOQP6jPoSOESnvRz7HNOdaXSmgmCX5Qr+P6sdGeNQWU\nYjyHbBvS/ic33YBP3XQDfu3KXTnPx/FsD7KRkP7Kt7lf9+v5wvExvH3bVgDAz23bil3DhZ2zQIG1\njkWT7Te96U3YuHEjPvWpT+F1r3sdDhw4gL/7u7/DXXfdtZrrK/A8B23Og508rkjqWSbbMlCKVfDs\n05nbCe9V2G2GtuCQOvOWOENmxNhN2i2QMIQYGrbbxNAQkg2bkGy8CK3bX72yT2KNIORdZLur2Oef\nT6nGQGNLuNDzuJsJR4eLHmU7oMQWo1Q9pirMM57tNL85dpTtElVFKVyKvkqpwRcOH8H/OHjI/mwG\nJEvMeLZ7bSRcStQYs7ef1idLRl2PhcgMSIZcLOk1jLWVxafU2kjaOZ5tk2PtE9Xy2NSebY+QHlLb\n4tmTZI8o+4eAOpEZ0vd/Zr6JK3MIa0ApJnJOfg3ZXlcq2ci/vOcD6EHXATaSiSDAzeNjudvMa919\npaLMGDaUe9X0AgUKrF0s+pr1Lbfcgo997GPYunXraq6nQIEsOE+90GeZbBOtaNPZrkY6ISA935bT\nAI6lhHOY8Gw2nVZOG7LtnToJPjGZ8WXLoRHMve0dAID48itX+mmsCRhF1KiNs12e7dNdHuBYysX/\ncToP0Uw42pyjJhSJTG0kWWV7Lo4RC2mtBMYvHOhBP0DZJcosHf5bSNkeD3zMxOnxDwXPRP8p/3Wv\nsl11lW19Ium+Xq6y/Sf7n8P1Y6N4+bpJ+3vEeZ7diKTQCSAkVbb1YzUTbn3RbiNjjTE0E26V7e64\nw1bXSbE7jGhiFpsJR4vzzICmQUBprh/aHcbsB3MitLVaxRs2X9z394Z9D+/cfmnutu4WygIFCpy/\nWFLO9oVOtM8kuqrA6oAIroYjz4VnO0kgfR90LltDTTiHLJczt1HdgAchUk+38+VvyDY7dQJ8Yt0q\nrnrtQWoiVmFpkkQ3mTM/G1vCcmvHzxe0eIKO4JnoPwC4angIb79sOwBVMtPUNhJX2WZE2SHMsTKe\na4+q7OdBSioAjHWptUrZVg2MxiPe4hzfnlKpO0ITxwpj+O70DKbaHXuyZF6npCuNZC6JMecQ+s88\ndxDfmkpPPrsRCwmfqvhDQ5LN3+PuunZAxfMp5T+x7Y8Xl8t4/67LnWPcRbad48J0rrkp0DH7dXHH\n+vW4aaxXdf6ZzRfjVRvW930u6vmotVcYw8v0CcdSYQckF3g9CxQosPZxIYtHS0YjiVFixeW5NQXO\nQeJYDx+e5ZMhnoBPrAOrz2ZvFxyiVAadb9ibTOSfytFWhFKUSjYWkGjllp06gXjrpWdl+WsFf/js\nPvzTqSlsLJVSItWlQrZ5Nq3EpDlcqFCJGaJHja16Hq6uVNBut5VnO1HpID5J00jMUJ0hdKaUhkJd\nVDGKqJQytyyluxExEgIBU9YIoVXtNhf42A+fwcvWTVrluMQoPnfgIKalRF0T6biPZ7vDRYbszifZ\nEplumMSVgFCcTtRnpS3S94qxj5RcGwnz0ExSGwkhBLdOjNt95inbBvbqgBQZMu+in72j+2SlG2XH\nd38mIES91oWyXaDA+Y/iU+zgTOqGC6wShFCxeUmcr2zHMYInHluVhyaJIts9ynaSQJaUsi1KJUW8\nO66yLRDtuBz1//0XIfXlb0O2adiBrFRXZb1rFUc7amB01FfkCECPJ7jdpWYOaiu8ENDk3FZxA4BA\n7/OtstSzHdDUZuJpEmaOkSGqRKve3N6efwxNssdUGKIexzgdxhjxPBBN7FoOKZZSQkgJSohtSawy\nD/U4xhBTiShCR+eZQpwO5+gIbl9TQNlEBqXMxFq9d5Vt8x5xTzZMwYtHibKBcDMgqW5nhMBw6lYy\nWNn2KUUkpCbbK/dV+IkbrsNHX3DNiuyLDUgrKVCgwPmDgmw7KGwkaw9mGJF0OrmebTY7jcpD/7I6\nD54k4OMToPNzmWZICAGp477C61+I6PIrQdrpgCThCfj4pCqu8QzZToclL9TEkX7Yost7ap6HNufw\nCMnYSISU6OjECaOOXujxf81EEVJDtvNsMyaNJHaKaqyyravcAWRyuNWxTVNK8mBsIe/8/qN4/+NP\nYF+zict0fFyJUcw7g4WJzaAGSsZL7jE0kgTjQaDSY0RarvOOhx/Bf9v3XI+yHWsveL/1xFLlYBvP\ntk+IJeuRM/RpbSSE6uMjMu2PQEqqu5Vtr0vZNlcH2iJf2V4u1pVKWJcTB7gceIT0NEgWKFDg/EPx\nKXbQ7SMtsAZg/M9hR7lau0gYifso3isAwrWCzViGLINzyLIikNGOy8E3bMoOSHIOGKWsS9kGoIpr\nnkcwRFBFyglUnVQLIC1VUfXYxrt9Zsr2p/Y9h+9MTy/8i4vE0415PDqr7EQff/oZnNBq/XLRTBJ0\neJrgkZfcYdJIsmSawqNUt0umNpI8su0qy7NxjP/45N6ex5JS4tlmE5cN1t66cwAAIABJREFUabJN\nmb36YPadSAmGlPQJKbVVQg1kWu+4eVyhVHtXWR6Un24KZ4hWm9ucY1O5jJN6CDN2hj5dG4mvc8gl\nsl9k5nc/c+Agfjg/b293866NPSPUKSorYftYDXjax16gQIHzG8Wn2MGZ5MQWWB2kyrZj03CRxLlR\nfGcKduwI6HwD0vMgSuVsjJ/g1kYCz4MMAlBT0y6EGqDUJDtP2cZ5pmz/y9Rp7K7PLfv+oRC4c+MG\nvHRyAqHgqHks81lrJgmqjGWI4pkOSH7txAl8Sw/4rQQemZ3FQ9OKbB9stzDdpwFzMfjvBw7iYLsN\nCeVlBtLBUBepjUSRUSBN1KgyL1V+XbKtWyCB7N+z02GEPXNqxoBLia36asOw7yERAut06kaJUrsm\nsw8hAUZTG0kr4RjxfZV+ItVApXtVosY8tEVW2Y6EsAkd3VA2GVPgQiEBXFKp4HjHkO10QLTkPE+f\nKvWbaaJu4Hqc55zWWZe0MkLgE4L5JIHX1Qi5llB4tgsUuDBQDEg64JShor+EukEIQavVgu/78NZo\nyx+ltO/6zzWWe/yYqa7WBTGVIACcS7SUUhAhVuR5u8cvePBboAeeA665DqRcQRkSslIB+8HDYFMn\nIS69DABQGhpS2dla6Swx1eyGchmkUgHVxJo6yQxBrQZvGes9V+/Bva0W1pVKuGXTxgV/N+89KAjF\ntRPjIERZtYaqPuaTxP6eEAJDvo9YCkj9etPAP+PX9KJqNbOPMzl+HQCcElQqFUgQED+7viOtFqbC\nENePj/fficY9R48BUKSwroktYenfHnMMJ4MA80kCISWGqlUQQlALQwSMYuPwEOb0MUwIMFypoFKp\nwKMUHc5BCUCdNSbtDjpCgAUBCGO4ed0kDh46DEIoRoMAVZ0NX/Y8HHNUe+IH8HWs4JD+3J1oNjEW\nBAgoBfUDsFKAqueho08oR8slhJwjlNI+PieqKfUDu/fgpolxvP2yHfYxWmGIQD//qib9O0aG8Q/H\njqNcLiOREiP6+Qea0FdLJYxUq0ikRJll33MBo3jj1i14cGoKcF7nkWoVniH1HkO1VMJ0GKLK+v/d\nX2ks9T3oU4ZaqXTW/65fiN8lZxNr+fgVODdYm+/Uc4T5sIN2u527zfd9jI2NodlsIo6Xr2qtJio6\nxWAtYsHjZ1SvLoWp1OkgACCaTTAAnVYT0lHsgmYTAU9W5Hm7xy+YmwORAqGQIEEJ0Vwd3p7HgRPH\nQI8cQueyXfChLtUzCZS0zzWenQFrNcFLJYTtNjxKQTwPcKrdO1yAL2O95+o92IljzAOLOsZ578F2\nHAE8gZSAAFAmFFMJR7vdBpcSXzlwEGVKIDjQ0Gpms91BOyfjeDEItaI6RGlmLWdy/GY7oUquaLcR\nC45Gp412O41//NfjJ7C/2cSurkhIg6caDTzVmMdPXnwRNpVKOB6GGPd9nNBXTMI4fQ+bYyilVBYO\nQtDRBFjGMRiAgHPMRjFarRbacQIZx2i322D6+VcoQ6PdRluf7E231JWXE40GoiTBFdUq/s+dO/C5\ng4eVl14/to+shWeu1ULFY6AAqP7cTUcRxjwPMedodTpoQH2RTPoBTkURoNX4eb0mAAgTjnYc4+lG\nA6Mey7wujU5HebTbbRh6ss5jOBWGePD4CXjO8weU2iuTGLE+dgwk+zpTiknGsKNaRcO5X9TpINZ/\nX0yb63Sng1LX+2Q1sdT3IIO6une2/66f198lawCrefzGF3FCX2Dtobg+5aCwkZxdsONHQBrKnsBO\nHMPQvX/Z8ztELGwjwSrYSEhTx/p5HmSpBNJuo/pv3wLptEGkdGwkvh2WBIDqA99Aac9jgPGAMg8y\nKGU92+eZjSRZgSruwKmtdi0Hp6MIXz1+AoCq27Y2kjOI/jP2g5WsfJ/niV0bl70DnKpWvf/j7Wu2\n8IS2cUyWArx/1+WZoTye83wJISDIeqy312r4v3ZeZj3uTc5tAyQAW9leZSwTK2jyzeuxUsoZIRj2\nfDSSJDOAZ5JK7li/HsOeh1CoAUQ3jeR02MGQ58GjKhHFNFxu1eq48Xy3uwYkO/rnTeUyjjhEJNIZ\n2wAwrJXKEmUY93381pN7ezzLJaqUdqpTWbqbI82xcWcA/C6riYlPnIuTFR2OXGkoz/batLgUKFBg\n8SjItoPuOLICq4vRz38Gw1/+PACAtpppMYyLHs+2/gJPEniHnkvbJfsRKynhHdy/tIXFEahWzSTz\nIJ1MbePdln4AUa1Ber4dlgRUkQ1JktSzzRhkqQwSO/Xk59mAZCKkJUrLQSRUO6CnUyKqHkOHc1V2\noz9zRzsdpWDqx4m7iGvIhU3RWAhmsG4l4wPnE5dsy5587LYT45eHuTi2xI9LiVHft9nR5rY8DHdd\nJmeEYIsmtaO+j3ocZzzb5t8y6/bFq8eeS+I0N5tSdISwQ4cAMKTftz918UXYUqkg0mRb5WwrUjof\nJzaXO5ECiSbLW6vqc9BIYviEZD3bUmBfswkAuO/4CfzSo2lcZ6zbIwHlIQcUGf7IC66x5TMuyiw9\ncTMxiC4M0S5TlVZCAfyna67uOY4+oZhL4jVNts3rVKBAgfMbxafYwaAvywIrD0kpPF1pTuIYcAaz\nDEwLI9WXg02xjX9wP0a++D9B4kSllEiZq3DT2RkM3feVJa2LOgkGStkugzZU1rYddGQMs+/4Jat8\n9+6EOffPbj//lG1xhsq2IoO2EY8qVTKR0qqfalAtrdzuJspveei7+Jtjxwc+DpcS01GEeqILVzRh\n399s4uNPP7Ps9Zv1uckh3Sr2QmS70UXWPUKwt5G+zxZLtl2M+l4P2TbEucJY5oTFkO16nFjybO/j\nkLmaZxoaVYlN6JDtF4yM4NaJCYRc1bszXQ8fSwGPUEu255IEE0GAtj6hAtRrcTJUJ5zdg5JuQ+aI\nfr4eJShRphoxu5TdEmXOwCi1GdsGhmyXGEVTD0DuGh7K/I55/krZXrtfgx6hCzaCFihQYO2j+BQ7\nOBP1rsDSwdfrgTspdapIL9m2yrYmUMZGIrWfl9Zn9L+zGPncp3vuTsJ2bj73INBm2gwpNVmm2u5i\nU0kYs8NX1lLiQqtlUttIXJxv0X+JlGd01cekTRg10qqqXLX3lSnFb1x5RSaNxLVpmM8lXSAx4om5\nOXzimX1oxNmEj6kwssU6y8V8wgcq252cNkgXDR31Z+7PCMGLJsbxC9sv1WvtQ7b9QWTbRz1OsmSb\nGrJNM+tp8QQUSmFXtpC0UbHkVJXX9Hvad+rMje1kQ7mEWycn1Hb9esZS4j/s3gMuJV4yOYk3br4Y\nc3FiTxIMsY5Eeny6lWi1fmMj8e3vlG3MX76NxKyzO0nktRdfjJ1DNZQoRTPhPY8HpKU2c0myZmP/\ngCKNpECBCwXFp9hB4dk+uxB6WpvMNxSZdpVtKVH51j/CP7Av260nOEo/eFj5ogF4xw4DUDYU0um1\noZAwXBLZDp7aA+/EMUj9BSeZB1Eug81llW3pEBTkfBlKrRBKz4Oo1vT/a5K9Rifo+yER8owy6ENN\npgzpYZpIhbpl8LrRUdw8PgaPUEtIXfJpIuvySJMLoy7PJQlGPM+qxd1thkuFlHIFbCTp/YUEKAE+\ncMUu3LlpIy6r1XDTWH41+CBle8z3MdutbOv3Za9nm2NjuYx6HOvHz1e2h6yyTVHSnmdzcgDAKsrm\nSsWcHlB7ttlEQCk2VyqYTxKUmVKXzUlT4qzF7Is7qrdVtq2NRO0/z0bywvExbCyrE1jfuWJi8IqN\nGzCh01KaPOnZvrVSwc3jY5bgV9cw2b5jw3pcWnt+Nc4WKHAh4vz61l9lFGT77MLkY7P6rLKD6J+9\nwwfATp5A5eHvAABEpQqic6yJEGDTU2AnT6jfPXVS3R6F1nLignY6dshyIOIY5f/6n5Fs2WYJMptv\nODYSrWyb31/oC9qxkQitfMsgAKTIJedrGSZLebkwZMrT+2CE4HQU453ffxTv3bnDXsb3aNosGTsD\ng7Oa0C1k84qFSu+Yi5WNwRD2tlbQl4tQF7tEjue6Z0BS8Myau9FIEpuSkkiRUWP/y3XX9r3fyICr\nIOO+j9NRhERKSxxTZbs3y/ySShkzcayUaqekxvVs11iqbJd0nblpkASQRudpkjujX5vUIkTQ0Gqx\nr21BVSkR6dfCvXrRSBKM+X7mZMEQX0LUgGhJ52m7+NmtW+z/+7TXs21QZqr6vXv7799wHQDg4RmV\nmz60hk9+/92G9ed6CQUKFFgBnF/f+quMYkDyLINz8OER0LlZlSqile2RL9yN2v1ft78mao7fUghl\nOelSsUkU5SrYJMyvebeQEt6RQ6BzdRBIkDgC6XQgrRqtyXZzPnu3BXyeZkCyc/3NCK+7Sd3m+5D+\n8uLsziUWSiN5rF4fWHpjyJTv2EgM2klald2v1MaQ7IXItmo7FGgkMSYC3+6jzXnf6vLFYD5JEBCS\n8Wx3H48Fle0kzqSZLLZEZccAVXNdqYSj7U4maSPr2c4OSG6tVjEdReCQ1kYBdCvb6YBi4CjbxsJj\nXsNAWzlmohg7azXcfcvNajuhSKREhTIEulLevUrhElujisciHZA0j2P+FlfYYM+yT/oX0piCHq/P\nya05QTFqfoECBQqsFgqy7aCoa++P55qtFd8n4RxiYh1ofRYkTj3bZoAwmVSqTjfZJnEC2mlniCuJ\n8u0iC5Ht4KknMPJX/x3MDEC226BhB6KmyDY8D2JoqPeObAE1TBNIMbEOYkznosq0UfJ8wkJpJI/M\n1vH43GCy7fpsKQg+fO018AhBW3SRbU2y3CG6xZLtRCoVtt6lbHc4R4eLZUcBtjnHaOA7NhDZo/S7\nZPtQq92jfDcyNhK5aLL9mk0bLZHtxrogwLFOJ2OzMMS53GUjaXGOSyoVnI6iRQ5IahsJF3agE0j9\n08aDPxtHGPY8m1RiyHiZUfiUIpIicyxqDrE17Y6RFD3xfutLptGSDfQs+7Q3+i89Fqp6vt+xNo9Z\nW+izXKBAgQJniIJsOyhsJPmoxzE+uOfJld8x5+DjE2BzdRBTuy4EuCanyUWbAQDSIduEc/W7cQzu\n+FyVjaSXEJJOB0TKvtGAwZOPA0gHLVUbZBuyopVt5kEMjfTcL+PZzoHMs5kIft5VtQMLK9shFxlP\nbjdM2kQ6IAlcNlSDkBJtLhyy7eRsO/uLhLJddBPYvMdJhEQjiTHuB3ZAss05JJb/+e4IgWHPQyIl\nEiEg0Ev83Zzt/2/ffuszB5RyG0sJoe/Pl0C2CSF2aLEb60oBjrbbuWS7x7OdJNhSqWA6yvFsO+9V\nY+MwUX8tzvHBPXtTz3a3jSSKM0OcvkP2jWc7cpVth9i6qTGBQ5jvefFt2KznORRp73+svAHKdkDz\nbSTudmBt20gKFChwYaAg2w6KNJJ8xGJw0sJyQTgHH58ErWsbCaDSRwhBvG0HkosvAQCrLEtClLKt\n7SZiNG3S6jcIScJOul8XUsI7fNBGCrLp0wAAGoUgYUdlaAMAY9ZSkkEXme5JGMkh27JURnzJtt59\nrXHEUnme3/fYbvzFocM92yNNJvPAtdrsk+yAJNPWh0aSloooz3a+sj3ksQXJcqy91cqz7Wc82+rf\n5X2+Qy5Qpkw1Dep9RbKbbKefkViKTMZ0i3PUGOuJ0jtTrAsCRFJmVGGbs00p7j12HH/wzLMAzIBk\nCYmUKpmEpK9DKef+5v+NX94ceze+0Xi23SFOo3yXaerZdk+SsjYSrWyLXmXboLyAsu1GSnZDpZEk\nfcm6GfYsbCQFChRYbRRk28HMGq1+PdcwA2Er2cindszBJyZB59SAJAAQnoB0QjTvuNOSXGMjkUGg\n1Gv9OvERV9mO1IBk1xot2e4ianSujqGvfAHQzY5s6lR6H84hq1W0fuRH1aRW3pd9F5meedcvo/nK\nH7M/y5xL0zII0HrVa/sejvc/vhsndfvhWkIiJDpC4JlmE/M5WeihVpTz7yusp9gl24AiO/U4tmqq\nspFwEADfm5mxnt5ICAwxb2BDI6AIeiLVWod9z67J+LWXTbZ18UtAqd2He/IppbLZmM9ILGTmsVpc\nWWXKlK0o2TaKtKl8B9Jjawjq92ZmwfX6qoxhwvdxKoyc38uS7XVBCVfok1vjeQZUfCLQpWxTVVzj\nEmhDbI3XOhYyMwDpEvOOcyz7EeqStqP0gxqQ7EPUmSrtWdBGUijbBQoUWGUUZNvBTBQvuqXu+YRE\nSgj0L95YLghPIEbHVWyfIcVJAhJ2IMtl68kWtWG1zfO1sq1ImMnaBpyyma41mibIbosJabeU9UQ3\nO9K52cx26fkIb7yl79plNwHw/GxZTY6y7Va29+xPSvxwvnnGedDLwXemp227Xx7cAbc8YqOU7XzV\nOXSIlCE31CGEbl22R3SjIaXY12zh6ydP2n0MeV5fG0nIBY61O1ZFFVLVw3OZDki6/y4VHaGywEuM\n2tpzdy2hEPAoBdFFPUmXst3WRNf1QK8E2QaAd27fhiudwhY3LQRQqm2bc5QZAyUEI76PFufOCQ/N\nkO0So/jdF1xj99HQZPt0ZMh2dkASyBJo10ZS0jndiZCo6dfYEHPTXgmoY+n3OR5lPWjZD4NsJGmF\nfb8BSX2MCs92gQIFVhnFXxkHZcbQSBKMnoe+2tWEOQGJpex9wwih/luqOpTEgBCQvg9RG8KJRgNb\nAJAkAYlCyKCUkmnzekiZsZHA85FMrgcNOynZFlwp0WGIysMPOjXvXcp2pw0iJWirBVGtgTbnIUul\ntI59oeeT58mmFJIxpYznke24P9mu6+dUPgdtdr/71A/BCMFF5RJeNDGBtznRakBaDrOxVEIoOOpx\nDM/xEoeCI5H5l+LdDOUeZZtS1OPYRv8xomwHhjqZ2LtISAx5Hh44fRr1PTF+6+qr8MfP7sdLJidw\n/dgovnHyJP7kuQN4/UWb0BECHiHwdZU4sDI2khIzNpJeZXsmjjHieWjyRBP+LmVbJ64ISDw0M7Oi\nZPu1mzbhtZs22Z89kvVWD3kemkliBxMNwWRIowKDPu85V9k2p1u2TMaJ3Mso2yQ7IBlLgUgqX/5M\nHFvLxrDn2SjESEiM+vnvn4U82z4lQB93kckc72czMZaXWmEjKVCgwCqjULYdTAY+pgeoj89XGGUz\nz7cdPPUEqv/8D0vboZQY+9M/VASZMYjRMfzC9qsxxzyVp+35irhqZdsQV1Gt2eg/QBHiuZ/7efCJ\ndalqrNfI6jMoPf5I2viYo2wDWl2v1hRBdgchu9Su6fd8AJ2bbrVrybOJgDJIz4cISj0nH3Nv+FnM\nv+4NfQ/JsbZStPPsGN+ZnkYzx76xUtg1NAQuJQ63O3iqMd+z3azp1olxRELg7d/7Pv7o2f12eyRk\nZt1CDwOqbamybQimm8lcj2Pb4OdRpQwbv7axfxjPNgA8piMGT0WhtX2Zk+PDWt32tepqEkM6nGPY\n885c2abMKtaupeXZ+SYuq9WsbcKtoQe0su0xzEQxPnPgIBIpQbEyZLsbXpeNZMjz0OTcJm6YQUTD\nX32aVbZdlBxl28BtnTQDr5vKJWd76tkOKEEklAWt2qVsD3ke2o7HvZ+NRHm/B0f/9SPjJgaxH9k2\n6y9sJAUKFFhtFGTbwUQQ2MulBVKkTW85pTHzDdB2b3PjQMQRaLtlFeBwdBxNz8O854HNTEOU1Je3\ntWVQhulf/n/AJ9eBCO4o27ounVGrbJtiGxJ27H+SMZAuEkv0miWlkGWVfCCdiL8eZdvzID0fMigh\n3rItfwCSUcDz0Hjz/2b3aZBs3Q6+8aK+h+SYto/k1Xb/7lM/xL1Hj/e971LwWL2Ouw8eytzmJkHk\nteklUuJzt74Qlw8NYU4f+zHn6k/YVehyz9FjuPfoMQBZsk21b5s6Foamtlion9Xtd6xfh4vLZcwn\nuuBG20gMvnTkqLYn6Cg9rbv+oK7iGz2i4uBcG8m47y97ADrkAiU9INlKepXtH87P4/LhodQ20WUj\nMc/RHLtEyr5xdWeK9OqB+rmshwS7lW3zGpQoRblPsk5AKeYTjgqj+JXLLwOQkmmfEuvYutQZIDZq\nccUo20IgEhJVL0u2s8r2gAHJhXK2aW9du4F5rH7mtzKl+PUrdq3YVYYCBQoU6IeCbDuYDAJMR8/P\nIcm/O3YcXzpyJHebW6vcDdJuA8nSTlCo60umDHPrVJ72fKWGob//impuBCADTbrNZW5CAS5AtKJp\n1WXKAKNg6y9wEnZUTGC7pRooowjlh/41fVitbEs/gPR9HCuVEQ0Np+vKUbuk5wGMofHGu/KHJimD\n9DzwdUtvfTuuByP7eZ9PRyszOHkqjHC4lT05clM+KjmX1BOds1yiFE/qSDu3ddD4cg2mwtASy6hL\ntTQV3EBK/Nw0EgC4tFbDnZs2WDU/6iLbdx88pKL2ZLba3fzraVKfuGQ78NFOlqtsC5SZUoBbOTaS\n/c0WdtSqTq60xHQU2atkbT0g6fqSV+sPrzmGTXOiIiWaiatsZ68yvGfnDlw2lJO2A/Uacymxa2gI\nL1+3DkA2Z/uwPmF13wtpzrZSpCMh0OFcKdSEZJRtU1wTC5E54XNx+7p1eNm6ib7P16f9Pdvm9nqf\nwXdCCG6ZGM/dVqBAgQIriYJsO6gwdka1zuczjoch6nG+VcGQ7e64MwCgnZYlv4uF8VFLnfRRn9wI\nAGh3x+c5yjYAgFE16OjYSABFutMBSaNs65+ZBwQBvGOHUf2Xf0rXYMh2oMj2f9lxNb5XScl2rk2E\nefn52fY+rDcCcJGY08+pX6rH4Xa7L2lYCmIheiL0Olxgo76aUOt6fkJH9xmy3dSfj9BpW42EtP5o\nQNVwu0U0vWRb/X8P2SbpZf8a89LHEqLnUv9cnNiTP951zAwBS6RAyAXmkwSbKxXM8+VZcULOrbc5\nz7M9G8eY8AMEVtmW+O7MLN7x8CMAVBpJlTH8z1tfiHHfBwVs4+NKwxzDq0aGsbFUQiSEspF0e7b1\n42+v1RYcMMy8fs6A5I+sX4ef3XJJ5j4ZGwlRnm1zsuJTmvFsuzahfsr2tloVW6v9WzTdSMl+mC1S\npgoUKHCOUZBtB6aE4fmIehz3fe7JABsJabeXQba1sq0JbWN0FADQ0t+Z0+/+Vf2LRFWcG580ZSqt\nxFy/NgSMMevZJpoEGvVclsuQhILqhkgD2m5DQinb8H00PR9zDqHLG5CUHhvcHEnp0gdFoQjtXByD\nIN9GAgBPzzfxgUcfW/K+uxFL2VNdHglhfbceoXiq0cBTDaVgG6JNCOlRsw1CwTNXPRpJkjZBdqmW\nnqNEpjFx2UE2RghqHsso28Ndirv7fu0+ZkrZpkiExJFOG5vKZWwql/H4bB1/uoxyJkUWmT3ZqDKW\nOYb1OMaI76VkO6fwpqKV3kG50CsBcywnggDv3XkZIiHQ4olVto0yvRjrRF7DpBv9t3NoCG+6ZHPm\nPowQUKSDjZFuHy1ThheMjmBCDz0Pecwq25GQAxNHBsH48wehiHQtUKDAuUZBth34hPQt57jQUY/j\nvkQvHXbLt5GYKL7Fwirbmhg0pb70zbQqHKQDV9IPUmWbUp1UEiiizFLPNrVpJKlnG1BFMmAUtJ4l\n26TdghgeAYIA0g/QZh7mXCKdR5qZl1paciBGxxFv37nwAejCGx58CA/PzOqK8f4ne2eSkjMdRfjd\nvU/j6UajZ9C1Izg2lcsAVPLI5w8dxq/t3oM259ZCAmQLU1x1PBICJ8MQH336hwCU6mweI8xRtt3o\nv8Ah3+6/NeZZK0S3jQRQJw3m/cilREBcQk/ssOXBVhtbqxVcVC7hu9Mz+JMn9y752CnPNrVpJCOe\nZ73bQkrMJwmGPQ8BJehw3hOO0Uq4vWLg0/T5rwZuGhvF7133AgCwHvJTYYSJQL13rGd7EQOahmT7\nXa+fu588+JRmGiSNsv1rV+xKPdu+7xQY9Ve2F0JZlwX1w3Ax/FigQIE1gIJsO/CXqWx/4pl9+H+f\n2LMKKzp7qMdJ/2KSQQOSnbYtmckDaczl3wewQ4Ymu7ids//OjbdCGC81ZQieflKRbN9PCbE74NVF\ntkWpDFCmWir1du/AftBGHXxyvfJsez7ajGGeMhs3mFtK43kDlW0xMor2i1/Rd/sgRFJiMvBzX4MR\nz8OOWhVjwfLJ9leOHsN3Zmbww/lmxgICKDJpbCTuyWbIVW61IViGfI36PkJH2Q25wFQU2Ypy10bi\nRv8B2kaCNJ6u4hAlQ4yMsu36o/MqtRPHsz3snIj4hFrP9sFWC1uqVXsyAQCNOMYDU6cXcdQUOoJr\nzzZDK1GZ1RLq8zCfJKgyBo9S1DwvY1kY8TzsbzbxtRMnrBfePblYDRBCsK2mbBemwXFfs4nt+rbu\nNJJBCGivjYQSgndcdeVAsv2LO7ZjxPOynu2uIViT/w0MLrVZCHdu3ICfvrj/4PGPbtyA60dH+m4v\nUKBAgbOBgmw7MF8OS8Xjc3Xs1kTjfIVStvOfux2QzNmuymEiBLsf7d3WnMfYn34CdDpLbKzqrL+A\njUrYpixbDAOgc+tLnJxtAW/qJGi7pZJBHBuJ3bcwA5IhJCGQ5RIkpWCz0+pXp05i5MufA23OK7Kt\nPdsdSjFHKIRJEcmzkSzg2e6HvY3Goto3J4Ig9xgLAD++aZO97L5USCnxranTuHZkGC3OM6q0lKrh\n75Kqet6xENa7n0ihkzOydoJR37efk0QIq+TOxTGklMpG0s+z7aRHBISi4pwomTWkynZqI6nlnOSY\nNXApMwqmR82ApMBMHGNdENiTCQDYN9/E3x471vd4/fOpqcwJiU0jYWpA0iMEVcbQ5Bz1OMGIfn+O\nej5OOwPWNY/hkVl1RcU8T39ACctKI9BXIPY3W9heq9nbgMXZSPI82wDw81dfNdBz/or160AJQUAJ\nYiHR4QJl53EJdBqJc0LWb0ByIZQZGxjdd9fWLfjNq69a1r4LFChQYKVQkG0H5sthqcgjAmsJJzod\nvPHBh3CiTzuhlBJzSdLXQpMq213bpQQJO6BhB0Nf/2qqHmv4hw/A9QRWAAAgAElEQVSCACg9mXqN\nSavpeLaNsq0Icosx8NH+6QDsZBp/J/2UbMs8ZbvThhgeUTYSymz6iC2tKVcgKxXt2Q7QphQN5kHo\nCvjcUhu2gGe7D/7D7j14Mie/uhvjfpCrbHOplN1QLD9No805ttdqaDpEGFBKNiUEN4+N4d/vuBSx\nkKjHsS6Fkbk2kjHHAuDuS0DZVSIhsgOSxFW2aRr9R4mNhAOAi7X6LKREzWOY5wne99huTMdxrh3A\nvF+5lBjxHbKtPdtcSLST1C/9oskJa18Y9Dn//Weexfdn0/dydxoJ1WS7lXDMJbF97BHfw3QUYcTz\n8AvbL9WDfwSv3rAet+nUi0HpGSuNgFKcCiOUKbUWJH8JZNvvQ7YXC5+odBZ1ZUC9zkQXDg3pqwD/\nevr0wAHJAgUKFLgQUPyFc2C+HJaKvGzitYTTUQSu1c08NDkHl7KvjcQtKHFBwg7g+zbH1j+wL90Y\nhQj2/ADR9p3wDqtcZykEhv7wo6CtplKJNUluJgkqjGLmhlvQeOPb+j4PWa1BVGtovewOtG5/NcSY\njgRjeTaSEGJ0XJNt5zJ4S9WS85FR8LEJ8Ml1SDwPEaFoVKpo/thPqMfKIdXJ5i1o3/LivusbhIXy\n2wNCUGY01zefCJm57L5UNJIEQ54a4BPIEmQ1vKYI8IinFOu5JMFEENj3RGojUcd5zFG2u98Th5qt\nzO3dyrbbPBh0ZTwbwnW809HDhhLP6Br5MqP4j10KZewooyOZFkNqPdstPZwIAO++fCc8ba3oF7HY\nve/0GCkPcosntj2zxRPMxQlGdQLNiO/hdBTBpwSvWDeJFufWAkPsc+6fC73SMMr0Bqd0prQEsk0J\nQaBTaJYD69nmPNOM6lFqbUEfffoZHGq3lz0gWaBAgQLnA4q/cA6Wm0ay1ut+jf2A91GuTaRcPxtJ\nP882CUPlidZNj97Rw3Zb5XsPAhJo3f4qsNOnUPravRDffwgAQOuzajjRUbbXBSW0mAdZ6R/zNf+6\nN2D2ne9F55YXI955hb2/zNhIBCAl2Ow0OjfdivDqF2SGGklTKcxieBTx5Veic+tL0bhsl9p/EqeK\ndp6NpFxBsnV73/UNQr9mUmMv2VguW5/xN0+eyhDrRErUPA8hF/gfTz2NP/7hs0t67HlNtg1pioTI\nnEDZpj1KMBNHqOjhNqVsCyfuTf076vvWZhE6nm4AONJugwJdNhJneJHQTHthpetE9U2bL8aLJifg\nEVVKM+YoslcMD2V+10b/SYFhLx0ATG0kqsnRnAwHlCLkAiHnC17Bck8i5pMEw75nBySNst1MuE0i\nAVS9/HQUwSNqQDDkAh09XGlwNpVtc/Iyrj+f7m2LHdIM2OAGx4UeX5FtkTmp8gixJ2Bv0Wkmefnu\nBQoUKHChoCDbDvxl2kjMl/lifLl5mE8SHFlqC+MSYIiP6Eu2ExDkl9YAaY5xt+qvkkFK1mdNOm3U\nvnYvICWCJx9H+2WvhBifBChF8PgjSB78NgCAzmXJdodzTAR+pnUvFzqXu2d961VOt2QeIDjYyeOQ\n5TLiHZeDb9qsynCgSDltNcFHxxRZ12jr9JNGnCgveJ/HORPMRFHu8U+kBCMEH3nBNfD0zMAnnt2H\nvU70HoF6j3U4xxf37cNXB/iN8zDvKNsGhkx2hLCKtU8opsIIo76nyKowNhJ1P6JJ0ljgZZRr92Tz\nVKeDmudul5nH/V+3bsEu3dQZUNpzVehnt27BtmoVROcnTwYB3rj5YrCcPGVz8selxLAmvBVGbXFO\nt7JtyF+os7AHwSXbDZ02kvFs6wHOUMcCAqmNxNOJIyVGMRcnmecfODaa1YYZRhx1LDZ2QHKR+yhR\numw/dUAJGkmCtuCZQdgXjI5gxPNw2/g4XnfRJvzVbbdkGkkLFChQ4EJDQbYd+OTMcrbnl9lQ953p\nGfzV4fz2xpVAKBZWtkd9v/+AJPI92yQMIUslSD+AqA2Btlso7d2t2hs7HUuC+br14BdtBnQKCW3M\nKT+1JimREBj1/WXbJOIdlyPetgN8bBwQAv7B/Yi37Uh/QZNJWSqDtuYR7bwS0RVXA1ADfp/a9xyq\njGE+SQDfx/xPvEER+xXETBzjVx57vEfhTqSETwjKjMEjBM9pG4YhwIlQZLxEKTpCLJgpnAdFFlmG\n9FnPtaO8+pRgJo4x6vm27ty1kah10R7PtjuzMBWGGPJYXxvJVSPDKFmlmfQo2y48QtARHLeMK78z\n6SLcboNkjTFQqEFEX9tiGCE2LcTsT0XR8QU/5+nwniLmZR3910q4HuBkaPIk42kf0QOSJsu6ypQv\n2e9StlczZ9uFsa64A4TuidNiYOIZl4OdtSGc6IR4rD5nT0gA4Fd3XY6a5+HXrtyFmk4tKVCgQIEL\nGcVfOQcBXZ5n2+T9Dmoq+6Nn92G/9p92IxS8p9VvJWGIT79HqMcxJoOgr9pnlO1eG0lHk20fYmjY\ntjjS+qyyg+gv9PZtL0N084sg9WAkAbSy7en1SYx4yyfbIASNn3krxPAIiBCgszPg45N2s7GRyHIZ\npNWEdGLg5pIE35mZwbDnKbJNCOLLruh5iDPFdBThVBjhVx/bjT94JrWBuMNhPiV4Yk5FJaaxdsrG\nUdHK9nKISZ6ynZJlbm0khiQOe55tYDSxdwYlPWwX9lG2p8IQNeYtKkP50mqtxxriwqMUHS5s+Q2A\nzP/HTs62RwnevOUSjGhVHlC+5LkksUOYlBD4lKKZ8AWVbTN8aY4dIQQlyvRAqSLSrYTb0h8gVZDN\nz1XGMBvHWWX7LHq2DdxW0KU+tskXXw4mSwHu3LTR7qdAgQIFnq8o/gI6UDaSpZNeQ4waA8pd/vHk\nKfzb6ZncbbGQq9pc2eFpAUce5pIEk0HQ10aSWH9vl7IdhZBBOSXbOumDzc5AVirp/bdcCjExCThp\nKErZTj3Erhq6bFAKCK6U85FRd6UAVEEObTYhnRi4xCFVUsqe9r+Vwkwco8U5ZuIY/3Rqyt4eC2Ev\n93tEqddANtbO07nRQsplCe6mdMUlPMZz3elStgGg6jHreW7ESSYJ5LrRUWwuVxAJASklQi6sclxj\nDLNRjNoAZdvFzeNjuGPD+r7r9glBm/OMmm9OCCjSkz9jdflfLtmcaRQ0RTfdnulmkiz4eTPrV8Ol\nLLMf10aSCGGjEU0EIHXIdj2OMzaMgNJFZVyvJNyM8uWQbf8Mhhe36TjH8oArGAUKFChwoaMg2w5M\nAkIeZqOoryfbkNT2AjnI/ZrO3Ki05eBYp4PPHTzcd3soFKHqZ0dPle2l5WwbGwn8QKnKYapsC4ds\nA1ADhyZfmxDE23YgvOYGAGlpyUIJEQuCUkBIMG1TsevUkXmSMaVsl9K1mePe5BwltgKEvwvmBOdU\nRx0bQzyFPaZp6YtrLzDvKWNTINpq0i8xZhAaMe/r2a4ncU8sXJUxW3euLCipn/Y9O3dgLPDBdNtq\npD3fHiEY8T3MJzEqjEFICa63L9fz6xHVyOjlKNvu+4Vr37u5j+f8DpAdBgwoxbyOuRw0Y2GOj1G2\nzX0BRVjHfR9TYWQ99+72eZ0Pnqdsn80BSQO3eXSpFpaqxzLxjEvF1qoaeC4XynaBAgWexyj+Ajrw\nBni273rwITwx00eZlkJVOC9gg+h3KfVMyfaRdhsPz+avDVBku8LYQM/2ZCk/4xlQZKbUldTiHT6I\n8iPfhQxKiLdtR3LRZlvbTuszkOVsqoibWy3LFYgRlQYCpGT7TImupAxEcNUOOewo22a/zFOxg46N\nxH1OJUqXZec51ungS0eO5m6zqR/6X0O8TuoTk1ikNgmXVFobieOZLjO2rCsgZsAvayNR79WTnRDr\ntdLvW0VW2Ui4LqgZ9nuTWUom2UMr1x4hGPZ8NOIEPqH6xFWcUTugRwmEsy5AfUarjCmy7dhImHN1\nwPx+3roD480Hcq0k0l7FSZVto+ybk2VGCC4bquHZZjPj2TaYiZUvv+Kxnrr61W6Q7MbHr7sWLxwf\nsz8v9bF/eedOXDuy/AbGcd/HxeVybgNogQIFCjxfsOb+At577714+umnUavV8Iu/+IsAgHa7jS98\n4Quo1+sYGxvDm970JpQ1YXrggQfwyCOPgFKKO++8Ezt37gQAHD16FH/913+NJElw+eWX4zWvec2C\njx1QgiOdDv7z3qfw61emvt057cVWl6d7CXUs5KIG/PqRDkVKlpdkAgBtzm0LY7/9VxiDQD+yrW0k\n/TzbUqLSpfr6B/eDzU5DlkrovPDFoDPTdhurzyBZvym7E+aS7XJm00qRbVAK0mxCUgo4VhFwo2xT\nECFUXKGGIdcqbYIti2z/sDGPh6Zn8IbNF/ds41LbGYjKd25pojcbx9hULqs6c5L1TFcZs++HRPuR\nAfTN4V4IjSTGsJ+S7QpLTypOhpH1TVtl22M2p7qhM7e7oU5MuFa2KTxKMeorr7avh+pCTbaXOwBn\n7CBeRhkmuG1iHC+amMCnnzsAABnCq5Rt9ft5BM8o2+Z+3RkY5oTUfJYzZNtRti+tVnG008GOWhWb\nnPeasr6oY+tGDrrbzybZNs2RBkt97LwTlqWAEII/uvH6M9pHgQIFCpzvWHPK9g033IC77rorc9u3\nv/1t7NixA+95z3uwfft2PPDAAwCAkydP4oknnsC73/1uvO1tb8NXv/pVq0x99atfxetf/3q8973v\nxenTp/HMM88s+NiGFBzralrcrxMiZA5ZHfrKF5DorN0zI9vLJ5ptLmwLYx46XEVv9fNszycJJgK/\nr1+ZSxXfxp270zlVQy0NcXWIjRqQzNpIupVtF8azHZ7BCYd6YApWn4FwVW3o7G3AEn7pkMdICFw9\nPIw/vflGlNjylO2pKEKb89wsbQGpC2M8/bMihCbb3B0gdAftUj+ysASpTNmyPOWnowiTQWDJYo15\nNnv9VBhigyaL7mCf9WwnSW57Y83z0Ey4Va59rWwDihCXrLItlz0cZxR/V9n2iRrQ3FGrWvWfi1TZ\nZk5pTt66fUoxr+vo864SdJPt+YTbNA9jx5hP1KDqJZUy9jdbYM4VibEgpe95ZPtsK9vdGDlD8lyg\nQIECBZaONUe2t23bhkoXUdu7dy9uuEH5e6+//nrs3bsXAPDUU0/h2muvBWMM4+PjmJycxJEjR9Bo\nNBCGITZv3txzn0FIPZdZ4rq/pch2ns2CnZ5CzDlGvP450TOahLE+37GRkAPJdsjFwBzuFudocd7X\ngxoKNcTWj8uGgqPGvL6qaSIlfErAHU+1IdvQt7nFMmyu3lNO86/1OXuqIpaobE9H0cCkFwNJaVqY\n48J4tk2xRpAqkbGQKDGlxJYos4ODS8FUqMj2Ox5+BIdarQyJE9ri4BK/9aUAdU34EiF7bCQjnp/x\nI///7L15kGXXfd/3Pctd3tr9esNgNuwYgFgIESIB2YBgRqLFGExsSkSipSRKZKLFqjCWykmcUtmu\nxC5LShQtLtGSyrHKJh2FIilSLsqRLcmSGbJiyTIIQBQpkMS+zNLd0+vb7nZO/jjn3Hfve/f2zHSj\nMTPo36cKhZl377v3vvPedH/v731/35+r8BrP9pVf31oUYykIcu90R0qMnY2kILb9XIwLO1RGWc/y\nrGe3IyV27ej3wGZbOyHnMY5AmAEwB7KRFKrV+WPcjPv2Cv0V05Vtt573VNgfLmUjmYhtF42Y5QNZ\nGkIg5Bwv2FQhFxdZbOA8WfjZ5cR2scHwani2i5xoNPDxdz541c5PEARxFLkuyhyDwQBtOwij0+lg\nYH/Z7e7u4uTJk/l+nU4HOzs74JyjW/hF2+12sWMj1fbC/VJ0yRQui9ZVLKsqwyxNkGiFuZrK9mYc\n40NPPgUApcpwkeQSle2nt7fwby+s4u/dfVfl9pEdt15XlXWe7TobSaw0mkLsaSMJZirbW+YP9rHp\n8ebFBslEKfyjrz+HR7mAf/wEho9+e/n8dkJiYhMupjOAf+RLT+N4GOKXHri/8vomF2Uq28nJm6Ze\ngKts27ztQsNYUQyGgu/rG4b1OMoF3K+/9AoeXVrMUzYybSrbxa/jl/wgr2zHSuWfOyfa5jwv9yMn\npXHpPBeDVesEAC8OBliNIjy0YEbZj7MMUZZhTkrEdh263qSy7areQNlGIlyDZFJukHS0rdh26yc5\nz6v3HmdY9gOsRRGGWbrvynaljYTx3KZSrP67GxXJWP6896ws4z1TaSe+TSMBqivbToC7BJ9Elyvz\nv/KOB/JtHpsMuXH85B23Y8feSLnGwqsd/TcN+acJgiDeXK7Ln7qXO5BhL3Z2dtDv90uP6dSNLddQ\nQuRxVaNiDNvULyqWJki1Ri8IsB7F8KYmoclCOZlzPrMdABJok0pRM0UtZQyRqt8euWqc0uhUHV9r\ndD0PGqg+v1LohoFpNJNyZsKdZgyhkNDMPj/LwAd99H/kv4dud+EJMTMEhh07kZ+rb29W+n6AxWYL\n4tiNKNZKE6XQCQIIxsAqhlykeu/1cXDPA9/aBLv3gdK+3FaJmX1Mtlr5oJvMvjbP8xAKiZSzS55n\nmo0kySP7drMUA6XyY3Bb2Z4rWFduaITYzTJ4ngfNOQIpzPntc+YDHxmz1yE4PGE+N74UudDTQsCv\niFP7tRdfxtd2d/E73/oIAOB8kmApDOD7Ptx3DXO+jxiAkBKZ1mgFPhhjuX+57QfwpYDmHP0sw0Ij\nnFmTOd/HSGskMJF398/P4Sbr/Q6kxPFmEy+OxrgYJ7il292Xb9sTHBxAWFg7XwgEUqJheww8z4MC\nQyA9s0ZCIpCy8j2UUsIXPL+p1EKU9kuUAndi276HirHS8ZYL+wdSYJRlCD0v397zPPQabh3NdbcC\nP9/e9HwzAn2Pz5i4xParifv5N/1z8FqC1u/g0BoejGt5/Yirw7X7aS3QbrfR7/fRbrexu7uLlm36\ncZVsx87ODrrdbu3jRZ588kl8/vOfLz322GOP5X/2u10s29iq+BtmCEmmFXq9pdJzxmmKFMCJXg8X\n1texvFyupKnhxP7R7LRntgMAkx5ipSq3AYDfHyBmqN2uXnnVHCcMsFzx1bkSAgutNnaTpPIYidY4\nvrICj3P0FhdnRJz/2utoJSmElFhaWoLevIi4O4el2+/M99FaIyo8Z/GOO/Obor59L/pBiGONZuka\ntI2HO3HDDQilRKfXQ6eiIW++Eda+/vx1tNrIlEL75CmIwr4RY9AAGkGADMDyDZPmzaA/QDeKsLy8\njFbwAoJW9Xu0Fxu2kgkAkQZ0EOTHUMMRPClwQ6cLtrYODeDmhQW8tLuL5eVlNKII7e0dLC8vY9ne\nANw4Zzzny8vLaGtz3cvLy2gHL+aV7Xavh/liE6ilFQaAPTYAPH/hAk60O+Zctpq+0umC+R7mFhfh\ncY6VlZXSMVYWF9Dp9xG2WuhnGW664QYsTll/Vs6dhwoCCKWw0G7jx97xTXhuexv4yl+g1+lghXN8\n6vkXcP/iIo7fcMMVraejGYTw+G7p/WiFAeY7Hdy4sgKlNXqLi2BSYHGhh+WlJfyAH6Dje1iejp60\n+Hzy2W7PzWN5fuLvf+i3PoufffghAEBq/73J18+i167+TLQbDSgAC3NzldtvtDeZNy4v5+v33oUF\nPHzzTfnPluuVnp3qSewPWr+DQ2tIXE9ck2J72nt85swZPP3003jkkUfwzDPP4MyZM/njn/nMZ/Dw\nww9jd3cXGxsbOHHihJn2FgR47bXXcOLECTzzzDN46KGHSsd88MEH8+M44jgGNozl4+ULq+BtI+o3\nhgPjYVUam5ubSO3X0FAKnTRFrDR4FGFrOMTa2lrpmGuFZsvtnd2Z7QCwOx4h0xrnV1crv2Je395G\nP4ornwsAm31jq7mwtY12FM1s3x2PwcIQo3E0cwwzmCTD7uYmJGM4t7qK5lTFYHc4BMsyjLIUu7/5\nL+E/+cdIT56eOVZbSrA0hRYC6+uTwS2vblux7QeIswzbhefFyjQAXlxfhwRwdnUNC8Gs2A41al+/\nw4/GCABsgyEr7NuMIwgA48EAHsrHubi9DRWbtRVaYW1rE2sV59+LfhyjKcyQk504wvrOTn6O9fEY\nTGm8b3kRw9EQ/8+582hmKS7s9rG2tob1rS2oxJx/e2cXACDiGBftNa1vbkKnKdbW1sCyiah/bXUV\nyZQABgBm+w3c+V9ZW0fT/t35vb00wcVojHOrq5CMzazraGcHyXiMi1mG3ThGsrODtd3d0j4ySXB+\nNMJOkuIY51hbW8PQ9hVEoyEWwgbODYd43403XPJ9q0OnCcTU9ek0RTQcYn19HQHneP3CBYzjGP3t\nbaxpjS4AxBHWpr61AkwlzFXYG0Jg9eJF9JJyU+ufnz8Pn3OMErPmO4MBooo1AgAVm5uXQb/633Xq\n7G6bm1DFwTIA1mqmyQJAEASIKv4dXwtIKdHr9co/B68xaP0ODq3hwTjM9bvSYhBxbXDNie1Pf/rT\neOmllzAajfDzP//zePe7341HHnkEn/zkJ/HUU09hbm4OTzzxBABgZWUF99xzDz760Y9CCIHHH388\nr6Y+/vjjpei/O+64o3Sebrc7U+0+e3aSlbw1HiOxoqufpOh6HjKtkaYpEtesZytXMTRanGGQFLZZ\nosLfk3R2O2CasABgEEVoVFgDhkmCUVb9XAAYJAk4gN04QlLRzDbOMgSMIVXZzDGcAFNpCsEYRnEM\nb+pmJ8kyeAwYpgrsvFmjrN2dOZYWAtHb7sfw3d8BFLZt2mE2fd+H4rz0vGGaGv+tHf4xiCN0CukO\nziffELz29TvchzlqdaCL+zrrhUsAKWwbJQmkNo/5jOFXn3sep4JgJjLN8QcXVnFHp42bbGVSW4vL\ngs1ZH6YZduMkP8c4ScAAzHGOnhVcbcYxtJ+FcZJC2GsaWeEntEZkt0dJAm6vT2KyLv0owkLFZ0Xa\nXdz5h0kCj03+7nOONudYHY0ximJIxkrr8TP3vg03SAmmNdbHY3Q8CZWmmHY3NznH63GMKFMQWiNJ\nEnD7WRJK4wb7Feq7Fxcv+b7VwYGZ65Mw1pwkSRAIjn4Umc9wpi7rPL7Nym4LgXGSzDxnK4pMNGJm\n/q1EWZafbxphGxZYzbl9+8+IZVltP0QVUsp9r9mbRVrzs+xagNbv4NAaHozrYf2IN5drTmx/4AMf\nqHz8gx/8YOXjjz76KB599NGZx48fP57ndF8J/83NN+HJrS3sFu6Y+2mKridnhsKwJIYCkILVppEU\nmyrrhsq4ZjjXyDhNrFTe0FbFSGXo+V7epFf1/FDwyvMXGwQ9xipHtrvovx2d5ikjam5uZj8IaZoQ\np/y5riFt4Pl5k6KjOPTD52ymQdE1m9XFFhZh9lsE3WqXHu8//p1goyHCp//TzHOKEw5DITDKFF4b\njWvF9p9ubsHjPBfbboJgSwogMn8fFCrQLo0EmDQgtuRkOE1aaJDkmOyXVORse4WbkLrPgz81WttN\nD3X80tvvw3P9AcYqs7GD5W9SznQ6AExz4tlojPka32FbCqzZyo07fj7OnHOcajbwyYfeue+MbQA2\ndaR8fd95/HgerxdygT9YXcMLg+FlNx266+l6Xmliqvu3sZ0kaHCB3cQ0SReHCk3j56+3entTCjBc\n+dRGgiAI4q3FNRf9d7V5/MZj6Hl+LhABYJC5yvbUuPI0RcI4PK3RtM1S0xRFYl0aiEsRqZsO6Cb1\n1Yn1YZph0S9fc5FUaQS8OvovtkIagB1kUp097NskDG2FxXSWNWCytKdTSQBg11obdivEdlwS23xG\n7G/Yau/l5F8LN1hnStxkK8cQnb4FX/BmbRfF8zuxWLeOgEm+KL5PiVLwGMtj3gAzJOhVGxdZnG7o\njt8UMq90JnoS/XdXp41//Pb74HGWR/+lWuc508Vx4XWpKdMxe9PRe8fCEKGN5TNJJ9U/AiRnuBjH\ntWK7JSSe2d7BM9s7pffP/L98c7FfJOMz13dTq5nnXQec4w9XjX3jcsX2qrW6dD1Z+qy5xtPVKMpf\nh2nMrR/K466t7txNIeBx/oY0dBMEQRDXLyS2K2hJgb795ZtpjSgzOdCzle0ECWfwoPPx1NMUtWNd\nzrUTbHUCyo3WjirEPGAq2/OeX5sRnVjBVSX2i2JMsuoJhakV2woa3IqVbGFpZj8IMSOmASNeGYC+\n9GbEeFwYV+6mDhZxr+lyIvm04NA1wuaprS38r73ZRr1YTW42XApLsTINGKvIs7u7uUAtWgKMWOal\nbyS+3u/jI898GYB5z6cr2w3Bc/tOccIiYwynmk1b2Z4dalOMKKy6KSru44gyNRO917AV/LSisu2Q\nzIjtuRqxfVu7hdO2CdGNMZeMgaOcK30QZGFATRWB4NjMp7tenqB9yXrPPcZLN03FIT+SMwQ2BjJV\nurZynd9U1LzeOc/Df3VydqooQRAEcbQgsV1BMcN3kKb5RL2ZynKa5JVtz07cc8z9i1+DuHAOGTRu\nbjbxN47fWFuZvtRQF/f4eI/Kd1OK2uOnNiu4yoqRFMRenY1EWbGdKg02GmL7e34Q6fGTM/tpIUuT\nIh19O/J7V3ozYjwpTBj0OcdPfeWrpW8IUm1uBi5n2Ez/r70fWz/6E5XbvmKbD6MpYRTryc2Gq2hP\nDzX60tY2/uc//yo++drrSHQ5E93dKFXZfwCXsw37+goDWbT7NkOXJiQCVgja9yorVJ/zcetcVL5P\nwETYJ7mYzxBMXVtDmAjB4qj4quNsJckeNhKJn7zz9tJ1McYQCFErTq8UadeqjoCL/OZMXOY5jzWa\nuKfbtd8eFCrb9ob2YpyAg+U3z4lWtWs0PflzGsEYvssO1iIIgiCOLiS2KyiKzoEd1yxsGkkRliaI\nhIBnEzWKYltsrMN75SUoK7YEY7W+41gptKTYo7JtHq8bB59ohZBXe7LNdo1Q8GobScHTKwv2hSK5\nWIcGHw2h2p0ZqwaA2sp2P01xQxhi4DzdU68t/9pelUdlu3O3hLi8Mep+MDMK3vGsrWhuT4nHYmU/\n95ZP2Ug24xj3z3Xx+xdWEdmKsCNRprL9jvl5nGzM2lQyrUhFgB4AACAASURBVHMvts+LA1mcTz/L\n89zzl8FZobKtcyE5qWyLyvfJ7F/+rEQFT7oj5MbyVOXZdng2LrFObAPAcZuGwguNmwHnb1xlm/E9\nK9ah4IV9L09s/+pjj+If3n+vabwsfKZGWZZbgSQviO3ChM/Z6ytP/iQIgiCIKkhsVyD55Gv6kcrQ\nEMKI7SobSaMJz46Lnh6lzZI4txFw1DdIXqqy7YRmXVOc82RXHV9pDaVNBbOuQdKJiUXfx2pFXFHR\ns83GI+iwOiPYeLYr0lCUwmLgY1eIShuJE5Gb1p9dFEGp9cPvZ7JjkWGagQN47QPfX3o8KZzfDQSa\nrmz3sww3N5vQgJ2aWLSRmPV7bHkJ91ZlnKPQIMmM0PYKn5VxNtsUK9lEjCeFUeR5ZVvUV7bdDZ8T\n2+ZmarqyzTFSmW3+q6ls289EnY0EMJXduzptLAbFoTN83+PZp5Gc7Slkw8J5Ltez7Vsftccnlimt\nNdajiWXGVbYjZW6sLtUgebUnQhIEQRDXNiS2KyhWthNlftlyxmYaJJGmSBtNCFvZVphKzUiSvLIZ\nfuNZoD87Mt4J4IYQJRFXxFkoqirbWmtTeRbVfmtnU+CsukGzKHZvb7fxfL+c/ytffxXjQR8tIZBm\nykxerJvcJaT5r+IcXc/DmPMKG8nka/qLsRthPrnOVJnKdp3YfnEwwPv/w59UX489/u9fWMVIZVgJ\nAmxNDYIp3mz80G234ifvuG3Gs91PU7SlRMA5Blk61SA5sWJUWR6UHdcOuMo2g+TGJqK1xlhlJdHo\n9nOvt3gzUKxsF9/ri1Gcr4H7PA0Lle0qz/Y4U3tWtp0I36uyDQA/fe89pX1C/sbZSLzC6PUqigNq\nrjTxw2OTNf5Gf4Cf/fo30HMTRjlDUKps789GQhAEQRAAie1KinaKxDbQccZmbBgsiZGFDQitwBib\n8XWbaEAjtuR4VM5+tqgL54w3lVU3WAJGMLWEyH2lpecDYDDCpKpynWoFWXP9gG0QtILm9lYLz02L\n7bOvYiNOcGw0gI4iqIpBKg4tRGVlO1YKbSGRsFmxXRT77vXHU5XtlpC1NpKNeO8s0/UoxsdfeRXj\nTGElDPIoweL5i57xY2GIwVRle5CmaAlhhp1kCqMsw5Y9bzGtwr2On7zj9lxAmzQS5Nt9xs03HdZ2\nNMpmbSQen1iSStGMhQbJouD/0taWWatCYk2xsj1daQ5sQ+dLg2GtkHTVWhezd7nc15vHUsUE0P0g\n7bcAdYRiYmC50mr6vO9h2/57PGcjI7ueuVGc9WzXWG24s5HQj1GCIAiiHvotUYHHeO4fdokNxrM9\nbRNJkPohuBU4csq3bWwkRmyJNJ3xfANA85Mfh7SJE3t5uuc8r9JGkiojpqtsLgByzylH9fGLYuxE\nI8T5wsRLAFBJjC3GcWx9FSqJob16IaWbrTyHe/ocLSmQttrITt1U2lasvP7A6VPmmkv5x6b5s05s\nu+dOTx11jFWGQZpilJnK9mfPnsMvfOO5wrWVK5ctIWfyyp1v363TH29s4ldfeNFca6Ey7kTZwws9\nREpBa42skEay4Hu43U4ldQ2140yVvMeAS2WZrUyXbCT29e4kCX73/AUApprtvpFxOfFVlW3GGL59\nZRn/+vz5eiHpxPYlKtvT/Hdn7sRSxRj5/SDZ3jYSd9Pw2W956IpjBhc8Dxt2KJWzTrkbFAWdV7ZN\nGklNZdt9o0GVbYIgCGIPSGxX4E1VtqWtRk7bNFiaIg18CLuv8W0XxHYcI9MmUk5kKVSFYMwYg8Ss\nUC8SKYWuJ/Ms4CKp9fRW3QyY7Sq//iobSTGNpCnkjFVlK07Q0QphPDbXt0fVcvBX34fklttnHnee\n9CQIoRaXZ7Y5Efn+E8dxb7dbrmwX/Og/+7WvzxzbabFaC45Sub2nJQReGg7x/65frDw/YIa1TDdI\nDrIULSly0bqTJNhObWV7ykYibIKGZAyx0jaNxFzkUhDgb91h1kfaxBtjIylXtjtSYtdW4KdzyAFr\nI7Fr9P9d3MCC72M58DFIM2RaoyMltu3zo0zl0XxF7up0cDFO6j3b9pq7dZahNwGP7R39FwpRyje/\nEnq+n38r4sT2VjJ5T51n26XNVF6f/fCRZ5sgCILYCxLbFXilBrVCZXtabMcR0rABYfctNlae90Po\nJDGeXTCIJJkVw1mG1Aplwasr04CJb2sJWe3JtmK7MpoQU57tmjSSScWUY5hlpSrxepZhKcsgx2Mo\nANq/8qqlqWxLJErh35w7P3X9Zd/w9BTJ4gTFP97YrHx9wGw2tsN9G+CaXAEjjnSFTQMAWlJizvPw\n7+ywFMA0TLYLlW0F5FaT4vV7BdtDYKvTCrqU1uFwfQGmQbL8z7AtJUZW6E3bXNxrcZ+FSCmcaITo\nSIlBliLVCsuBj01bta2ykbhjmGuu8Wxzho6UV9UiIW0jYx2usr0fFvxJZfvC2IjtTWcNsmseK2U/\nf3tXtsmzTRAEQewFie0KipMUXeWSY3ZkOBsOkDaa4NDAVPzf/3LHfXiOcWTQENAQKoOearDkuztI\nGYfUqBXLgKlOtqSoFNuptTHwmsq48xRzVB/f5ExPvKdyarjOxUxjKUsg4zFSxqD34cd1YnuYpvjl\nbzxXuo5pMVgcVQ6UJyhW4V5z3ah6Z8cIhcD3nj6F33zonWCF58VKlUacC8bwPadP4k8Lwt54tmWp\nQuzOV2yg8/kkFzqwcYXFce1FfJu1Pa7wbHPG0JUSO0mKKKvybE/GvY+zDAHnaAmZV7YXfT+v0lbZ\nSAAUYu7qpiOyK7aQvNEcCwPc3KxOvgGM2N5vZXvR97Fh12g9jvGjt96Mn7rrDIDJEKf/88WXsZOm\nVNkmCIIgDgSJ7Qout7LNhwMkYQNCA8jSkhUk5hxJlpnKttYQWs94tvnOtqls2ybKvaIBG6JGbGud\n5xHv6dmusZEUJygCQEOKPMkCADa0wmKWQo4jZIxXerbr/NKOSGm0pcQgmVQO822ZLolBV1Esvr69\nxIw71rnxGJ99/ezsufPKtrF4+JwjFGLPBsKe5+U2EQAYZBlaUpT2c1aTYgOdxyaV7ZBzjDNVapAs\nIrmJ/xspNWMjAUzk3naalMfJW7Ef8snQm0gpBEKgZd+3VGss+UFJbFdVtp1IrROSC76Puzrtym1v\nFvfPzeH9J+onMIZi/2K7I40tK1am4fWdvR7utK83UQoMDDv2Pd4rjUQyRuPYCYIgiD0hsV1BMY3E\nNUhVNkgOB1B+AAHj3zYCyoggBUBlqcnZVgpca6jpynZ/ByljkC6ne48JkCEXs9GDmHi268R6Yj3b\ndTaSomcbMCKsKLZjpRFmGbxohKymsv2hJ5/Cvzp7rvLaASC2YrWfuGi/yeuIp84/PUY7tdGLH3/n\ngzMRee71A8A/ffElfOyVV2e2u6mbRUEb8slY+CqxPedNkiq01ui7ynZhv1jrmWg4l98MIB/3XRzX\nXsRNiTSV7dnXNedJbCdJqTLtPOHFCaduu6lsp0iVxlIwqWzHNZXtiY2k+kfA6WYTf/O2Wyu3XSuc\najRx39xstvnlwGzlfitJzHtQWIdEa7w8HOZ/r7OJeJcYukMQBEEQAIntSmYq26zapmEq26GpXGaZ\nFcxGBGnGoFJb2VYKwg6XKcKSGBnnkLZ6WyWW3WNuXPo0iVKQNZV3wNws5JXtS6SRAJMM5snzFTxl\nPNvGRjLr2d5KEnxuyovt0Foj1hpNKeGOWlzHRE/bSMo2lsx6ZoNCNbf0+u16X6yJAHQ2kqK3NxQ8\nbzZNKiYsznte3mA4yDL4nCOoGNbST9NSTrixkTjPtolqLDZIFvE4y6vrVYJ3zgrBUoMk47mP2a3h\nODPTQ5tSYJCZ8y35fu4/rrOROJ/49SwWb2u39qx8X4qWbYaN7bcDjsSm5ziq3j/AvN/X8/oRBEEQ\nbw4ktivwpj3btqI4LVb5cIDMD8BhK9tsIoIyxkxlGxpCK3BoqOlx70mKWHqQqBfbZsofsz7yfdhI\n7AQ8URP95xooHaayPfE/G7Gt4I2GtZXtrpS4aJvNpont9RcFXzJV2S6KWONlLorxSQOoidIrv4bi\nDUiranqlvXEoVo/NuHITzZfo2aElTTtEJ1YKF6MYi/Y1T4vWQZra51vPO5uMKg84R2RtJJVim3Hs\nJmlltR5w1XUnBK3YFjy3LribwVhlCARHSxjhmGqN5SDApm3Onf7mwuG82nVxk0eBlpDYjBPToFx4\njxKt8VN3ncF7b1jZ8/mSc8rYJgiCIC4J/aaooFTZVpPKdknopQmQZcikBwHklW23j4KpymbWRiIq\nbCRIEyRhA9I2V+41lKbOZuLEOGesMsc7tTcLdRMkzfEnQqMxZSNJlIKfZRCRyd/O5GzTXMfGwxVF\ntMPZGIqCrxjTVyW2yzYSnftii5MV8+vTZX/3NJFS4KiobKssvxGYFsOMsdzGsR5PxPZsZTsridlS\nZVtwPD8Y4J+88CJEVRoJZ9hN05nmSMeS7+PCeFzyXM95Hn7lWx+xlW3bIKnMOPaWlBhkGVJtqrIh\n51iNovyzW0fVtwVHhZYU2EjiUlUbcE3HfM9R9YD5BuThhd5hXiJBEATxFoDEdgWlNBI9qWwXPdt8\nOIRqNE3aCAPE5nopZ1sxZqrb2iSR8IqqLEtTpGFoPNtxjOxSOdq1YnyP6L+CDabSs60nOdGAEaXF\nrO1Ua3hJDHABAY20orLtJlvuViSCODEtGMs/bKmermwXo/94aYBNVoj+m94GGDH+lxYX8MsP3F8p\ntsdZhjnPK4naUAhE+bjyvSrLCS7GMZaC2cq2ZAz9LEUxh/nWVgvfaW0NAed4cTCwle3Z43ucW7Fd\nff63z83hqa3tmQbHO+fnbWKLSyMxQ3HmPImtJDHrxcwkzFeGI/iXaCCsukE6KrSExEaczHy74G5A\nLtV82RACP3LrLYd2fQRBEMRbAxLbFRTj51yD3rTYZXEEHTagtBnv3Pncb8Eb9HMhqRhDZq0bcjwG\nDxsVnu0EcRBCKoX2l/4EuDDbZOgquyaXubpB0mPcespntyd5ZbvOplKubJcaJJ3NIhpDBwGkBtIK\nz/YoU1jwvMr4vdK4cStekj0q2950Zds2eFZtA4wwuiEIcDwMoSp88ZFSeM8NK3jfsWP5Y6H1U9c1\nDwLAnPRwfhzhS5tbpcq2u9ZF3wyRKdpQWlLioYUFcw4hsG6tNdUNkgy/f2EVN9VE251uNpBpjdUo\nmrlGM3RpYiNxY+bPj8f55+VYGOCV4RDBHhMYgfJ7cdRoSYGLcTwz9Ce7TLFNEARBEJcDie0KPFaY\nIKknNoySWE0SQMqSJ9dPYvzzl1/BxShGBlPZztIUcmsT6uRpKK3BRkN0fvNj5hhpgjQIIaMxpFZI\nKywazkZSN/TGpKXsXdmWjIOnaaU/13m+HaXKdpogYRye1tC+D84Z4t5i6fnaJmosBcGelW1gYsOY\nTiMp20hmh9o4sVplIzE3QxzM+rqnq9tRpnA8DHGq2cgfCwXHKFNYj+LKWDzARCD+u9U1/MnmZj5F\n0XmjAeQTPbfipLI63pES5+2wlCqxLRnH+SjCh26+aWYbYKws7pqnxbZkk2ZZ0yApcCwIcX4c5et1\nQxDi5eEIfkWsYJGk4gbtqNAUAhtxXEqq+ft3n8HftXnbp/fI+CYIgiCIy4XEdgVy2rPNTYNhFsfA\nyESCsTSBll5paInMUrw8HOH5wSC3kcivfhnodqG781Baw3vpeXhnX0Xr334O8sJZpEEAL0shlK6u\nTOcNgnzWJhFHl7aZ2DSS3ic/jihN8OXt7fLxVXmCY0MIDO10RBZFSKSErxS054NLD8l82aPqfM9z\nnqysbE9H1wFVNpKC2Ga85Ol2lVpgNoPbrU/eoMhnq/9jNRutF3KBr+7s4H/686/UTlD0ufF139Vp\n490ry/ljzvvdlR7+dHMT/359HajwwnekzG8+qjzTLsd7YY8hQctBkJ+3iFeIpnTr2/EkOIDNJIHk\nDCuhj9dGo9rKvWMvP/dbnZaU2Ijj0ho9MD+Pd/TmAQB3dtr4zMPvulqXRxAEQbxFILFdgVdM/njx\nOXhRBMEY4qf+FI3PfgKA8VtrKe2ESIO02cZrUWQaJBmHjsdgvSUIwZEpheCrXwYABF/9M8i1VSR+\nAKE1ZIUFApiIzSoxvfDRn0O2s21ztGe3ey89D/3S88aGsrWBhHH8va8+W9pn2rMd2smHgElbiT0f\nUito36+snhsxK4y4TC5R2bait2wj0ZewkUzEtMcZfu/CamUDJYDKG5LINhAWCQXHU1vmpqNqlDpg\nBO5umuLWVisX2AEXubWgYz3Sx8MQjy0tzTx/zpP5n6vsP+dG48rzFlmwDXrT8XLFBt6okFZyLAzz\n/VvCNHjWVe4B4Bfvvw8frqmsHwVaQhjPdo1vHgANrCEIgiAODIntCjzOkVqBlMYxgtHIiF0AcMI0\nSQDplWwk0np0V6MIijEoZlJJOAMYF9DRGMhSZAsTK0bi+ZBag4VBZY62a4D0CnFvAAArKvWFc7U2\nkvbnPg320gvwAIjCtp1kkkldFKvAZPIhAPBBH4nvw7OVbTFtpQEwyjI0nNiuqWxPjxuP96psc17a\nnmpVspH8mwurOFsQqmmhydErNKg6XANhEZ/zfDrgSM02pQKmwt5P01LV0+csb7Ts2td7ptNGtyK1\noluwBE03dQLARpJcMqPZpWFMC75SGokd1w4gt50IxtAQHNtJsmdl+6ZWE20pa7e/1WlJc8M0fTNG\nEARBEG8kJLYrcOIuy0wDnB+PEX7xj6DAoKyNgqUJtOeZCYGcQbXaiK2dwIntzCaAMMYghEAGhuTm\n25EtTCqhqR9AagXeatekjRhP9UxlOzHCXm9czCvfM2Jda8StFvzxELxgdXipMB3PjaN3uFg8AGCD\nPhIhIRmH9oPK6rkTs21ZbSMpe7Yv3SA5E/1X8JQ7cVrM9HY2G8DkHk97kKuaIL9pfg7fe+okAOSW\nmWl8zjBIs9K13dZq4dtWlvH9p0+h65lKfm2DZUGAF4cEOX7uvnvxi2+/r/K5jo5XLYSNXUabgUFK\n5TcAd7bNuHHJzE2BAmaa/4gJbnDNXpVtgiAIgjgo9FumBsk50uEQMefwowje9iYyKcGsmHM2EmUr\n2ypsYGSTOtaiGMo1SMKIdyaEqXY3m1DtyYjp1Fa2RbNVPY7deq6LcYQAwKzgzOKo2mZihe94rodw\ndwe8sO25/iD/c55WsrMNvrlhJh8WKtuxlPA4y20kr0/ZH/LKtldd2R5mGZqyPBo8nW6QZEUbCStH\n/xUq787LvZFMxLbLRAZsZXvmZiCbqVze3m7jiZMn8uurwrdTGotieykI8FeWl/CdJ47D58JmXFf/\nEyoK5aiien5zq4kTjcbM40VuabYqH/eYqWwn9rPnbg7v7BixLRjLm/72spEcdeqGFREEQRDEGwn9\nlqnBYwzpaIiEcVsZBtTJ08Y+ApihNrmNhEMHIYae+eW9m6ZQDMjArY3EVLYVY9CNJlSnk58n8STS\nu+8D56I+R5vN2kRYEkOFDSRJYnPAgZcGA/zSc8+b7dEYOggRdboItrfyN7otBJ7a2po5vv/VP0P4\nZ08iFDwXh3w4QMKFmd7o+Tg3jvAPnv1a6frGKkPIBZrCDFWZpp+m+dCb3LOty5XtYvW15/nYKIxe\nTwo5227E+mZhe1qqbDO8PhrhI0//Wb49UrM2EkfAeUVro8GJ1Doh5rLB69I+5gr2jKrK9uVwvBHi\ns9/y0MzjHmc4N47w1NZW6fpONxp4x/wcGGP5ayYhWc+N1uN+lOMPCYIgiMOHfhPXIDlDNh4h4Rzh\nzraxgXCeV5RZkkB7JvpPMAYdBBhZn67S2lS1C5VtLoQZd95oIj5zD8YPfDMAIGUCUggIzpHWDJ0x\n49h5SRSwOIbqdI3Y1BrCVoedn5nZbOxxq41wazNvA3xHbx7P9Qf47bMm09uMa+dgSQLYZIa8st3v\nI+EcHgNQk5rhbCR+RRIIYG48nNjOPdt2v8zaIIqCcCXwsR5FebOouxkAJsNzNoo2kkKaimQcT29t\n49XRaHJ9KqsVnHvlKAe59aVObFsxK6p914EQ+bCUKs/2Qej5Pm4MQ3zytdfRLVTQJef4u3ffBQC5\ntYTEdj2u1+L18egSexIEQRDE/qHfxDU0uMBoZGwkweYGuB9AMZ57pY2NxIOC8WzrIMTICptM65KN\nhDMGLqTxfDebUJ0uklMmBSLlxgYgOKtPI7H7qPEIrd/9V+b8cQzt+0j8AF6awmk+V5VmUQTtB4iF\nLHmym0Lgw7fchN85d94cP8vgxWOwNAGzmcORUoBSEBfXkHIBj3HogtguVthHmUkj8QrZz0V2k0Jl\n21aBnR3GPbcYPxcIM3rcVa+zgmfb3QRszFS2XQMmK/m5tdaIsnqrx82tZmUGtrnWyxPbe+VY/8N7\n3mauu6YJc794nOPDN9+E10fj2pHijUtcP2F4qNfDfd3upXckCIIgiH1Cv4lr6AGIvvBHSKSHsL8D\nHgTIGJtUtqdtJGGIkWus1DpvkNRwYttWtkMzKEMH5ivsjHPjueaictx4qjU8rRFcXEOqFPjujjl/\nHFmx7cNLk1w05lVpayNJlIIseH8l47i/O5e/8dmgj8VP/0uwJAGLIwS2QdL/iy+bpk8pILmxkTjG\nBbuIq0x7nJVSRBzTle2gMJ1zmGWV1eWVwMdqZAbCpGqSY+5E61d2dvCMje5LVCFnm7F8kEysFFLr\naZY1gvN/vPMO/PqD31S57ZI2EnZpm8Zt7Rbu7Xbxjvn52n32y7znIVIK8zVi2+cm1JAq23vzd+66\nE997+tTVvgyCIAjiLQz9Jq5hgQMbfoCYC3hKgUtpxLZrzis0SGK+h/jOt+EB38MdSVQS2y4aMBfb\ndlCJE9sJc5VtDidhtTZJE4CpAvv9Xcz93uegoggssjaRJIH2glxsN59+EgAwzlJAa7AoggpCk2Nd\nFNucwRc8tzYkjMGPIiApVLYzBbGzjfTEKdOgadNIHEUPsov2qxqlDlix7U082y0pcxvJKM3yDOsi\nK0GIC05sFzzbbSHRkRJ/ZXkJz+7u5uvjbCYe47mFZJhmGO9R1QaM1aIqtg+4/Mr2pcTsP7jn7top\nkQeh55vrrhPbzrdNlW2CIAiCuLrQb+Iaeozhoucj8jyEKoMcDZExBhQ923aCJGt3kJ44hf9hZQk/\nd+7l3GaRWQHNGQcLQiS9BcAKQx2E0Iwhg6m8Sj4ZyPKlrW388vMvwHv+65Bf/Pfw0gSe1kizdCK2\nXWXb8+HHEfzNdQBAFCdY+MV/BHHhHHQQIFYKfOWG/HV5jCHgBbHtbiZGQ7DEVbYVEMfQfoBEawjO\noYtRdqpc2fY5t6PUNf7jxmZpHUsNkpyjJScV/EGW5fFrRRZ8D1u2EbXYAPm/3Xcv/vHb70fP93LB\n7tJUAOSi3Bw7RVQxPfJy8d4gsX1YuBHydWIbMJMyKfqPIAiCIK4u9Ju4hgVorK0cw1hIhEpBpCkU\nJpVtl7PtGiQBQDUa8MbDPOvZ2UgEY2YgTKGKq8IGdKs9GbdeqGxvJwl20xRi7QLUaAgviSGsSGVR\nBL6xjsYffwHwfcRhE15/F55t8orsOb1XXjA2Eq3AbzyJne/6XsBeixt73v7NjyEF4GkFsXoezDZI\nJkpBWzGfagV+4kRpEM8omxXbHmPYShL871//Rmkdd9M0H5zyQ3fdhW9dXs4r4C42cJpiZndciPab\n9z3M+x78ws1CKY3E/n/J9zFIMxvNt7+BJU5E14lV/xLbDxvJOTpSYt6vF9sNIWhgC0EQBEFcZUhs\n19DTGheFh7FSiL/vw0j+s+9AxmCi/7Q2OdbSpJG4RdRhA3I8Qmat1xnjkwZJO+AmJwiw9UN/Mxfr\nXIhcbEfWb6z9AClj8Ad9sLkeUsbB4wjBs18BH/ShPR/jZhPh9iakFduaMUScQ66t5pVtj3PAJqVI\nbka7e4wh29lCzBg8rcGjMVgcm22cI04SUzlXGum7HoHqTcR20UaSFGwk/TRFqnWpgbLo2T7daWPR\n9/O87DrPthPbWmtsJ8lM9Tbgk5HyRTHuGiWXgwDDLN2zOfJSXNpGwuy1XL1/QvOet3dl26bEEARB\nEARx9SCxXcBZNABgQSusCTu0prcA3u4aES0EkCamsu3SSJw1JGxAjibTGY1nuyi2pxog5SQ6sBj9\nFyllRPx4ZHK+B32w3iJS501+4ev2BBkiP0BjdxeebZwEgJGtZma9RSRKw+cMOhekNh9aCPzEzXdD\nMQZm/eMsNj7pkHNEaQLt+WZojH3Ob7zrm/GO+bnSiHPj2Wb5EBhg0kCZaY10KtqvOGp8mKV7iu3d\nNEXIZ33Hvq3MA8AgTdEWRsxrm5o973m2sp3tu/J8+Z7tq1c5fnRpEbe0qgffANZGQpVtgiAIgriq\nVM+DPqKEuztApwsIgWXOcE5INKRAs9lEkCkkWQaWpuj9s1+Gbnfht9tgwwiB76NhpwHyYkSeHZoS\nBD6aYQjFkO+Xwzkavo9GYbviHAoMXpYiXl6Bt7EBf+UGZFtm8qNcWwUA+P0dZMc4/EYD/urr+SGH\nC0sIP/Rjxgf+J/8RnUYDgTYCuBmYaw0Fx1/YSZZsbh4Yj8CyzFwLY4jTDPOdDtLVTXSaTQjO0QDQ\n8X0oIfLXoThHOwjRbTbz8zPfRyMIMExThMKsH2MMw+EQoechYwyNRgMJ4+gGwcyaLDabGK5fxIBz\nLIaz2zthiNQeo59lWOq0EQqR34zMBQFizgEp0fS82TWvgXOe79u1Nw5zzSYaQTCzb9eK7W6zcdnH\nPyhuDT3Pg5QSP3DH7Xvuf1u3gxPdzpt2fUB5Da81ptfvWoXW8GDQ+h0cWsODcS2vH3F1uDY/qVeJ\nxsf/KaK778Pgvf8lGtEYF8ExxzhGoxFUlkLbb+TZaAQ2GiHKMsRJAiUERjYFww8aEAAy2Mo2NFSa\nIokiZErn+zmiJIVKU2RZhlQDo9EIgyhCnKXI+n2MPd9WiwAAIABJREFUbjgJfvwUMo9je5Dgi71l\nPLK5hp0PfB9UZw6jsxcgw0bpK4qh56Nh0zzGaQaVJBjbhkOVphiNRvAxsRekrTbcLcJ4Zxthfwfx\n6nkMrN0jtscCAA/Azmicv45hnABpirSwz/ZgiKZS2Ipj+Nysn+d5mJ+fR4szbI4jjEYj7IzH8Bib\nWRNfZdiOI5zf3cW8lDPbkaYYxQm2+gNoraGiCCPGMLKvMQCwNRoh1BoeMPv8GhqNRr6vso2wOo4x\nqkhZUdZTruMEI/7mDEVxazgYDJAkySX3/5CNtLvc1/9GUFzDa40rXb+rBa3hwaD1Ozi0hgfjMNev\n1+sdynGJw4VsJFPwQR8A0M5SZIzlk/gEY8iUxvg7/gts/rcfwfDRb0M2v2Cj/SbP12EI98X9rGe7\nOkdb2nHuKQAohWR7C2pnGywaIRESvDsHEZi75J8683bTuHjqZqj5nvEsF6rKADAqVGITpUwmtLVa\nOF9zWLhm1TEVbhUEYFGEO/s7+A+9ZSSel9tOHCEX1Q2SBbuFSyuJ1KxneiUIsWbtKsMsQ7OiMmFs\nJBk24gS9ismVLk1lkJnmS2av0fm45zyJzSSxo+QP10biU9oHQRAEQRB7QEphCtXuAABaSQIGnUfH\nCcZwMRrjlTvfBt3uYPzNDwOeB6VRmkKopVcQ2wwKLBfbWYXYzrSC4AxSCKgsRe+f/BziKEKaZmDj\nMRIhjBgPJqJTtScT72KlIO01O0aFTOxYm6EvWpQ920Hhmt3xdLMFvruD//r1F/G5lROIpTczEKbh\nogEL5/c5t4krZdHrMriLLAY+NuMEmdYYZhkaFWK1Yz3bm3GMhYoGQOfZLiaduGsBgNPNJl4aDG2D\n5H7TSAQ4MHOz4ZCM0dAYgiAIgiAuCSmFKVyetMhStMAQWrF2Y6OBd62s4A8vrJb2z7SGKFgyIOVk\nOqMdbMM5hwDDrBnBjSM3aSQp42BJYqYfQoOPxyYHmzOwgoAePfxo/udIKXidTikH+/9uz+PTrxkP\nt0sLgX0dp5sNyJdfRFAQ/qrdgeYcqtGCWLuA49EI256HWHqlUe+AGQQzPUHSCWrXSOnSSqrSQDwb\nWbcZx3b65KwYbthzXIgiLFZVtu1QnmKGt1sLALi11cSLgwFeHY0qxfzlEAiOn7nvnrxqPg1jDD9x\nx237rpwTBEEQBHE0IKUwBSsMrWmzSY6yYAz3LixgUBCaAJDBTIh0aCnLlW1b8eUMtTYSYW0kmasM\nZylSbdJRUsGN9SMM8+fEZ942+bNS4MdPYfCe9+WPPSUD/OvzF6C1nkTjCYE/+tIXcEurhe5nfgON\n8QinRwN8x/p56EYD2vOhOl3Is6+hkWWIuECfsZm0kFDwShsJMBkEE1kbSaxUZRrIcuBj3Yrtqmg6\nzhhaUuLru30cb4Qz211lu5+mpaE4sRX5Pd+Hxzme2d7G4zcem3n+5XJHu73n9keXlmrFOEEQBEEQ\nBEBiu8Tu+74rj79DmqLFeV7ZBoCO56GfpKXnKD0ltoWEsBF0GeN5ZVuy6nHmefSfkLnYjqMYGQA2\nHCBhHJKx0rj0IrFS8P0AyanySPCWMENwuBX7WgiwLDMZ4QACrXA6GuHvnH3RjI6XEqo7B+/sq9C9\nBTSzFBfjeGboTMhFpY0EmGRPR9nERhJWVK6XggBrkatsV38ETzRCvDIa4Xg429HtPNu7U5Xt7zt9\nCj9gmwL/1h234afvuQfLFUkiBEEQBEEQbxYktgto359UttMEbc5K4747vodBNiu2i55tSAnhhtrw\niWfb58azPV3dTpWGZNw0SNrmxThNkNjouhTMWDk4x43RbHezE7vaM3aLHzn3Mv42VxgrZS0k9tq4\nAMtSeN94FgAQZhnajJmKdqsN1WpBdbrg/V0kN9+OllJYj+KZynZDVDdIApPmy3Hu2c4qGwyXfR/r\nUVTp6Xbc0W7DYwyLQXWDpKlsZyXP9mPLS3j/ieMAgPvn5tDxKGyHIAiCIIirC4ntIp5fGMeeoiXE\nVGXbxyAti+2ZNBIpwV1lGwyKmcxNxlhpzLgj0QoeZ+BSImUMqt1BBOR/TrXKReyv3XEbOFCqkOdi\nV0r8wR//Ib6r1cA3rSybWEKt4dnnwora9u/+NgAgTGK0Gw30//O/DjU3j53v+RBUdw4AEN37djS6\nXazFMZqiLFhDwSs823ZQzpSNZJxV20iKle29xPaxMCzfyFh8bq7hma1t3BjO2kwIgiAIgiCuFUhs\nFzCV7QisvwukCdpClCrbbc/DTpLi+f4gfyzTmGmQFNrZSGyDJJvEyM2IbaVNmocdypL1FhFxgYRx\nK7Z1noiRnTiFZqGyrLRGYtNGwBikLzF+x7sgb7rVjJmvELPMnn85GuMGwZHdeMJs4BzZXA+q1Ua2\nuIym59dWtovj2sue7XKDZJ1NxHi2oz3F9jt78/jRW2+p3CaZaTY9Ox7j21eWK/chCIIgCIK4FiCx\nXUD7AcTGRXQ++wmwJMGclKUGvK7v4ZXhEH/7y3+OcyMz2l2hbCPRYiK2FWPIMInEC4XAdpzgV154\nMbeTJFrBYxzSer0vLCxhzAVSzjF66BFjMymUzotiN7Gj1HPPuOdDex48m+k9yrJS/nWR71l9De+T\n5W1qYRHbP/DDAGNoSYGLcVTj2S5Xtp2g9hhHU4hS9F+V2F7yXWVb14rtUAi8rdup3OaaEm9vt2ai\nCQmCIAiCIK4lSKkU0DZmTlxcAxuP8YGlBTx+bJJm0S7E6/3R2joAZyMpp5HIQmVb2QZJwHiNv7Kz\ng9+7sIqntrYBmMq2xxkgJT5w7lX8RnseETeNlfGpm62NZHL8sFDZnvY8x3/1fVDdeTA7jGc3SSvT\nPgCADQaVTZfaNiS2hMRaFKMpZ9NInNjXWtsc70kaSUfKUoNkbWU72ruyfTmQhYQgCIIgiGsdEtsF\nXJMh0xpiZwuhH+QTJAHk0w67UmI3tePPtYYo6lkpwbURm2luI7GDZDjHn+/s4oYgwP/1yqtIrNXD\nYyaa7x07G3hVeIisTzzT2tpIJm9TQwiMCtF6RbGq7r4392YHnGMzSWYq0w4ejfObiyqaUmA9iiqi\n/yZiP1Y2I5w5zzZDR8rJBMksq/Rsd6TMc7IPIrZPNmaTSgiCIAiCIK4lSGwXmRKWamoyoxOVJxoN\n9FMjKDON2eg/PYn+UzZjGzCe7a/u7uC7T52AYAx/sbtrrCDWc92++16sA4gEh8cYUq0rbCQc3+j3\n8dtnz13ChsHx8nCIlanoO11sePT2ENtCINZ61rPNJw2SY5WVxLzHOHq+h0FaHNc+K/YZY2hLiVTX\nX/+l+Pt334VHFhf29VyCIAiCIIg3C8pGq2D3/d+N5ORNgKxenjvaLbwyNDF8ldF/1rOcMSMsee7Z\n5thOUpxoNDDvexhnCokTnIyh/c5vwep/+hKEfSxVGsmUjaQhBD728qtItcYDc3O1YjXgAi8Ph7il\n2So9Pvi290KuXUD41J/uWdmet5aZ6cq4zzlSrfNx60Ux/teP34iNJMbvnDuPP9nYqLWRAEbMbyVJ\nPnXySnlgfm5fzyMIgiAIgngzocr2FNvf/YNIbrq1Vmj/i4feib+8uIi+jQDMtAZH2bMttALTGgoM\nGizf7oRnz/PyKYiJm/AII0AlYzgdhpCcI9Uqz+F2zHseUls532sojKtsHwsnle3t7/khxHffB2V9\n2XWDcgDgvrkugFmx7W4efvWFFzFMy2L77m4HNzebeHk4xM987RsYpGnt9bWkgGcjEQmCIAiCIN6q\nkNieIrvxBLCHAFwMAnSkLIntUhqJ9CCUgqe1bZCcHM5Voec8Lx/MkmidV3cZY1j0fdw8Pw/hbCS6\nbCN5W7eb/3mvBsOQC6xFcUlsZ8eOG0+3NFXrvSrbp6wfOqsZMf8Hq2sYZOmMGF/wfYxsg+S5cYSG\nrPaMN4U8kF+bIAiCIAjieoDUzj5oSZGL7enoPwhhxDaM2C5WthMrXD3O88Es0zaUBd/HLc0mJGNI\nlUaqVclq4SrOALAeR1isEcwu8/p4RROhtlX7vSrbjDH88gP34529+dp9zo3HM2klDSEQWhH92miE\nhRpfeEsKBDVJKQRBEARBEG8VSGzvg5aUGGYZMq2RKF3yVGvpQbrKNkz0n9s8Sif51D7n6Nsc7KKV\n4omTx/EtiwuQ3FS2kwobyc/c+zZwAGdHYxyrib971XrK5wtxhfk1epeubAOmEXSvHOvXR+OZBkoA\n6NnjplpjwZ89P2AsM1TZJgiCIAjirQ6pnX0gGENDCAzTbCaRA1KCl2wkLHd0j1RZbA/SdKZB8L65\nOfR8Hx6znm03IbLAmU4HoRB4YTDE8UZ1dTpSKreCzOAq23ukkeyF82GfrRHbC74HwRg4gG6F2AfM\nDQuJbYIgCIIg3uqQ2tknbevbHmWqNNJd23HtxkYCaCC3kbh8asAI1n6a1QrOkme7wkPeFALf6Pdr\nB7v8H/ffi5++922V27SU0JzXNoFeik889E68e3kJZ8ejyhzv7z99Ct+6tIieFd1VtKiyTRAEQRDE\nEYDUzj5pSYFhlmGcZaXBN7Bj16tsJH95cRHfstADUKhs1wjO3LOtVKWVoyEEdtK0Vmz3fB+tGjGt\npbenX/tymPc8nBtHpXH2jjOdDm4MQ/T2yvGWJLYJgiAIgnjrQznb+6QpBHbSBBooWUHyyrYGFGfQ\nAJyR5ImTJ/L9As7Rz2ZtJA7JGRKtbGV8lh07wbLOprEn0rukX/tSOF923YTKOc/Dwh7naFEaCUEQ\nBEEQRwAS2/ukKSQuxjHCqQZHJ7YlNBRQmiBZxFS2sz0r2+PMDLSpyqLeTuozrC+FDkLoRnNfz3Xc\n1WkDQKVnGwAeXujhzna79vm3t1uI7PAfgiAIgiCItyoktvdJUwpsxEnZQgKYCZJaQwDQYFCF6L8i\nPufopyl6NWkdkploQFkTjxdwjm/eI5ZvL7KlZex81/ft67mO21pmMqXL1J6m63l7Vt1PNBo4UdfA\nSRAEQRAE8RaBxPY+aQmBi1Fcao4ETGWbFxskWfWMnMCK7ZWg2jstGcNYqVLsX5F/9uA3HcyGUXPe\ny4Uzhr9/9xnc2mpdemeCIAiCIIgjContfdIUAi+Mh2jwqcq2sJVtbZJI9qpsj5WaifVzeJxjmGWV\nSSQAapsf30wemN9fZZ0gCIIgCOKoQB1q+6QpJTbieNZGwhgEM3cxCgy6kEZSxFWla8etC1P5rrOR\nEARBEARBENc+JLb3SVMIXIxjNMTsEgrGTIMkAxRQUdeeiOy6BsnARgPW2UgIgiAIgiCIax9Scvuk\nZXOuw2kbCQABV9kGNGPgFaXtwIr0uui/wKaV1NlICIIgCIIgiGsfEtv7pGmHuVTlTHPGC2kke1e2\nTzWrI/gCIUwON9lICIIgCIIgrltIbO8TJ7Kn00gAgHMGD0AGI7ircrJ9aw95V69XeXyqbBMEQRAE\nQVz/XP1IiyvgF37hFxCGIRhj4Jzjh3/4hzEajfCpT30K29vbmJ+fxxNPPIHQjjD/whe+gKeeegqc\nc7z3ve/F7bff/oZdy4IdRf6XFhdmtgnGbGUbyFj1HU3Hk/gbx2/EyUb1uHXn2Z7bz4RIgiAIgiAI\n4prguhLbjDH84A/+IBqFYShf/OIXceutt+KRRx7BF7/4RXzhC1/Ae97zHqyuruIrX/kKfvzHfxw7\nOzv42Mc+ho985COVVeb9sBIG+K2H31Xpx85tJMwOtanYRzCGD950uvb4geAYZBkWg4ONVScIgiAI\ngiCuHtedjURrXfr7s88+iwceeAAA8Pa3vx3PPvssAOBrX/sa7r33Xggh0Ov1sLi4iNdff/0NvZYq\nEQ0AgjNwAFybwTb7kfchF+inKTxKIyEIgiAIgrhuua4q2wDwsY99DJxzPPjgg3jwwQcxGAzQbrcB\nAJ1OB4PBAACwu7uLkydP5s/rdDrY2dl5U65RMA5uRXZWk0ZyKXzOkWqdp5YQBEEQBEEQ1x/Xldj+\n8Ic/nAvqj3/841haWprZ53JtIjs7O+j3+6XH4jhGq2b8uLQTG+VlTG5cYYAPDQ4gA4PvefAqUkv2\nou0b+8hCEMC7TN+2EOKy932zuZL1u1pcy+sH0BoelOth/QBaw4NC63dwaA0PxrW8fsTV4dr9tFbQ\n6XQAAK1WC3fddRdef/11tNtt9Pt9tNtt7O7u5mJ5upK9s7ODbreb//3JJ5/E5z//+dLxH3vsMbz7\n3e/e8xp6NekhRf6az8F8gV/XQMIYlpeXZydNXoJj9gfJifl5LC8vX9Fzr2UuZ/2IvaE1PBi0fgeH\n1vBg0PodHFpD4nriuhHbcRxDa40gCBDHMZ5//nk89thjOHPmDJ5++mk88sgjeOaZZ3DmzBkAwJkz\nZ/CZz3wGDz/8MHZ3d7GxsYETJ07kx3vwwQfzfYvnWFtbqzy/lBK9Xg+bm5tI03TPaw3SDFBj8CAA\nAGysr9dOiqxjOBgCALwkqb2mmfMGAaIouqLzvFlcyfpdLa7l9QNoDQ/K9bB+AK3hQaH1Ozi0hgfj\nMNfvrVR8O0pcN2J7MBjgE5/4BBhjUErhvvvuw+23347jx4/jU5/6FJ566inMzc3hiSeeAACsrKzg\nnnvuwUc/+lEIIfD444+XLCbdbrdU6QaAs2fPIkmSPa8jTdNL7uNxDmgNBg2AIU0S4ArFttAKANDh\n/JLnc0gpL3vfq8XlrN/V4npYP4DW8KBcy+sH0BoeFFq/g0NreDCuh/Uj3lyuG7Hd6/XwYz/2YzOP\nN5tNfPCDH6x8zqOPPopHH330sC9tBi09sDTNo172EzcYWHE+T74vgiAIgiCI6xaKujgMhAAYyxd3\nP4scktgmCIIgCIK47iGxfQho6UEzBgaAab2vyrbzeM95182XDwRBEARBEMQUpOQOgfiOu8CSGPy5\nF/c10AYwA3P++Te/A8EVppgQBEEQBEEQ1w5U2T4EVG8B2coxM0XyAMeZIwsJQRAEQRDEdQ2J7UOE\nY3+j2gmCIAiCIIi3BiS2DxEGgENf7csgCIIgCIIgrhIktg8RAapsEwRBEARBHGVIbB8iprJNEARB\nEARBHFVICx4inDEwcpEQBEEQBEEcWUhsHyJU2SYIgiAIgjjakBY8RARogQmCIAiCII4ypAUPEQZq\nkCQIgiAIgjjKkNg+RMxQGzJtEwRBEARBHFVIbB8inFFlmyAIgiAI4ihDYvsQYWAktgmCIAiCII4w\nJLYPEQ5aYIIgCIIgiKMMacHDJAjAPO9qXwVBEARBEARxlZBX+wLeynDPB/VHEgRBEARBHF2osn2I\nMGaaJAmCIAiCIIijCYntQ4SDgVOLJEEQBEEQxJGFxPYhwpmpbhMEQRAEQRBHExLbhwin8D+CIAiC\nIIgjDYntQ4Q82wRBEARBEEcbEtuHCGdU2SYIgiAIgjjKkNg+RBiosk0QBEEQBHGUIbF9iFBlmyAI\ngiAI4mhDYvsQ4QBJbYIgCIIgiCMMie1DhDFGNhKCIAiCIIgjDIntQ4SDgVPQNkEQBEEQxJGFxPYh\nwhnIs00QBEEQBHGEIbF9iHCS2gRBEARBEEcaEtuHCA21IQiCIAiCONqQ2D5EaFw7QRAEQRDE0UZe\n7Qu4lgiCAJxX338wxjAcDuF5HqS8vGXzpIRMUzQajTfyMmvhnL9p57pS9rN+bzbX8voBtIYH5XpY\nP4DW8KDQ+h0cWsODcS2vH3F1uDY/qVeJKIpqt3meh/n5eQwGAyRJclnHUyqDVgqj0eiNusQ9aTQa\nb9q5rpT9rN+bzbW8fgCt4UG5HtYPoDU8KLR+B4fW8GAc5vr1er1DOS5xuJCN5BDhML5tgiAIgiAI\n4mhCYvsQ4YyBk2ebIAiCIAjiyEJi+xBhoDQSgiAIgiCIowyJ7UOEM0ojIQiCIAiCOMqQ2D5EyLNN\nEARBEARxtCGxfYgYzzZBEARBEARxVCEteIgwmExQgiAIgiAI4mhCYvsQYVTZJgiCIAiCONKQFjxE\naFw7QRAEQRDE0YbE9iHCGTVIEgRBEARBHGVIbB8iNNSGIAiCIAjiaENi+xChoTYEQRAEQRBHGxLb\nhwgNtSEIgiAIgjjakNg+RGioDUEQBEEQxNGGxPYhQp5tgiAIgiCIow2J7UPEDLW52ldBEARBEARB\nXC1IbB8ixrNNEARBEARBHFXk1b6AtzJ3dzq4MQyv9mUQBEEQBEEQVwkS24fIbe3W1b4EgiAIgiAI\n4ipCNhKCIAiCIAiCOCRIbBMEQRAEQRDEIUFimyAIgiAIgiAOCRLbBEEQBEEQBHFIkNgmCIIgCIIg\niEOCxDZBEARBEARBHBIktgmCIAiCIAjikCCxTRAEQRAEQRCHBIltgiAIgvj/27u72KbqBo7j376w\nMbduK9142UAYMgdmOgEhEyWwqKAEQgBJNHEaiS+JMzgSLzQxhgsvNSoioolMgxfAFFGJCmoQFgyK\ngsDAMaKOl5XhpNu6N9Zu/T8XyypF+jz0qbXbzu9zQ/pfT/M/v5wzfjnn3zMRkQRR2RYRERERSRCV\nbRERERGRBFHZFhERERFJEGeyJ5Bop06d4ssvv8QYw4wZM7jzzjuTPSURERERsYhhfWU7FArx+eef\nU15eTkVFBceOHaO5uTnZ0xIRERERixjWZbuxsRGPx0N2djYOh4Pi4mJOnjyZ7GmJiIiIiEUM67Ld\n3t5OZmZm+HVmZiZ+vz+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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fd7a5d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (274447253)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(df, aes(x='date', y='value', color='variable')) + geom_line()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
